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E\",\"Stoica, I.\",\"Goldberg, K.\"],\"key\":\"ichnowski2021accelerating\",\"id\":\"ichnowski2021accelerating\",\"bibbaseid\":\"ichnowski-jain-stellato-banjac-luo-borrelli-gonzalez-stoica-etal-acceleratingquadraticoptimizationwithreinforcementlearning-2021\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"jain, p\":\"https://www.parasjain.com/\"}},\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"title\":\"Synthesizing Low-Power Approximate Hardware with Large-Scale Search\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Jain\"],\"firstnames\":[\"Paras\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Huda\"],\"firstnames\":[\"Safeen\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Maas\"],\"firstnames\":[\"Martin\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Gonzalez\"],\"firstnames\":[\"Joseph\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Stoica\"],\"firstnames\":[\"Ion\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Mirhoseini\"],\"firstnames\":[\"Azalia\"],\"suffixes\":[]}],\"booktitle\":\"MLArchSys at the International Symposium on Computer Architecture 2021\",\"year\":\"2021\",\"bibtex\":\"@inproceedings{jain2021synthesizing,\\n  title     = {Synthesizing Low-Power Approximate Hardware with Large-Scale Search},\\n  author    = {Jain, Paras and Huda, Safeen and Maas, Martin and Gonzalez, Joseph and Stoica, Ion and Mirhoseini, Azalia},\\n  booktitle = {MLArchSys at the International Symposium on Computer Architecture 2021},\\n  year      = {2021}\\n}\\n\\n\",\"author_short\":[\"Jain, P.\",\"Huda, S.\",\"Maas, M.\",\"Gonzalez, J.\",\"Stoica, I.\",\"Mirhoseini, A.\"],\"key\":\"jain2021synthesizing\",\"id\":\"jain2021synthesizing\",\"bibbaseid\":\"jain-huda-maas-gonzalez-stoica-mirhoseini-synthesizinglowpowerapproximatehardwarewithlargescalesearch-2021\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"jain, p\":\"https://www.parasjain.com/\"}},\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"title\":\"Grounded Graph Decoding improves Compositional Generalization in Question Answering\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Gai\"],\"firstnames\":[\"Yu\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Jain\"],\"firstnames\":[\"Paras\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Zhang\"],\"firstnames\":[\"Wendi\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Gonzalez\"],\"firstnames\":[\"Joseph\",\"E.\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Stoica\"],\"firstnames\":[\"Ion\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Song\"],\"firstnames\":[\"Dawn\"],\"suffixes\":[]}],\"booktitle\":\"Findings of EMNLP 2021\",\"year\":\"2021\",\"bibtex\":\"@inproceedings{gai2021grounded,\\n  title     = {Grounded Graph Decoding improves Compositional Generalization in Question Answering},\\n  author    = {Gai, Yu and Jain, Paras and Zhang, Wendi and Gonzalez, Joseph E. and Stoica, Ion and Song, Dawn},\\n  booktitle = {Findings of EMNLP 2021},\\n  year      = {2021}\\n}\\n\\n\",\"author_short\":[\"Gai, Y.\",\"Jain, P.\",\"Zhang, W.\",\"Gonzalez, J. 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E.\",\"Stoica, I.\"],\"key\":\"wu2021representing\",\"id\":\"wu2021representing\",\"bibbaseid\":\"wu-jain-wright-mirhoseini-gonzalez-stoica-representinglongrangecontextforgraphneuralnetworkswithglobalattention-2021\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"jain, p\":\"https://www.parasjain.com/\"}},\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"title\":\"A Framework for Synthesizing Low-Power Approximate Inference Accelerators\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Jain\"],\"firstnames\":[\"Paras\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Huda\"],\"firstnames\":[\"Safeen\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Maas\"],\"firstnames\":[\"Martin\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Gonzalez\"],\"firstnames\":[\"Joseph\",\"E.\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Stoica\"],\"firstnames\":[\"Ion\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Mirhoseini\"],\"firstnames\":[\"Azalia\"],\"suffixes\":[]}],\"booktitle\":\"DATE 2022\",\"year\":\"2022\",\"bibtex\":\"@inproceedings{jain2022framework,\\n  title     = {A Framework for Synthesizing Low-Power Approximate Inference Accelerators},\\n  author    = {Jain, Paras and Huda, Safeen and Maas, Martin and Gonzalez, Joseph E. and Stoica, Ion and Mirhoseini, Azalia},\\n  booktitle = {DATE 2022},\\n  year      = {2022}\\n}\\n\\n\",\"author_short\":[\"Jain, P.\",\"Huda, S.\",\"Maas, M.\",\"Gonzalez, J. E.\",\"Stoica, I.\",\"Mirhoseini, A.\"],\"key\":\"jain2022framework\",\"id\":\"jain2022framework\",\"bibbaseid\":\"jain-huda-maas-gonzalez-stoica-mirhoseini-aframeworkforsynthesizinglowpowerapproximateinferenceaccelerators-2022\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"jain, p\":\"https://www.parasjain.com/\"}},\"html\":\"\"},{\"bibtype\":\"misc\",\"type\":\"misc\",\"title\":\"Systems and methods for training machine models with augmented data\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Cooper\"],\"firstnames\":[\"Matthew\",\"John\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Jain\"],\"firstnames\":[\"Paras\",\"Jagdish\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Sidhu\"],\"firstnames\":[\"Harsimran\",\"Singh\"],\"suffixes\":[]}],\"year\":\"2022\",\"month\":\"April 7\",\"note\":\"US Patent App. 17/644,308\",\"bibtex\":\"@misc{cooper2022systems,\\n  title  = {Systems and methods for training machine models with augmented data},\\n  author = {Cooper, Matthew John and Jain, Paras Jagdish and Sidhu, Harsimran Singh},\\n  year   = {2022},\\n  month  = apr # {~7},\\n  note   = {US Patent App. 17/644,308}\\n}\",\"author_short\":[\"Cooper, M. J.\",\"Jain, P. J.\",\"Sidhu, H. S.\"],\"key\":\"cooper2022systems\",\"id\":\"cooper2022systems\",\"bibbaseid\":\"cooper-jain-sidhu-systemsandmethodsfortrainingmachinemodelswithaugmenteddata-2022\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"jain, p\":\"https://www.parasjain.com/\"}},\"html\":\"\"}],\n      metadata: {\"owner\":\"jain, p\",\"authorlinks\":{\"jain, p\":\"https://www.parasjain.com/\"}},\n      ownerID: \"XYtxwEXQKZeohc89Q\"\n    };\n  </script>\n\n  <script type=\"text/javascript\">\n  var site$;\n  if (typeof $ != 'undefined') {\n    console.log('existing jquery: storing and then restoring');\n    site$ = $;\n    $ = null;\n  }\n  </script>\n\n  <script src=\"https://ajax.googleapis.com/ajax/libs/jquery/2.2.4/jquery.min.js\">\n  </script>\n  <script type=\"text/javascript\">\n  if (site$) {\n    console.log('existing jquery: avoiding conflict and restoring');\n    bb$ = $.noConflict(true);\n    $ = site$;\n  } else {\n    bb$ = $;\n  }\n  </script>\n\n  <script src=\"//bibbase.org/js/bibbase.min.js\"\n          type=\"text/javascript\">\n  </script>\n\n  <script type=\"text/javascript\"\n          src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML\">\n  </script>\n  <script type=\"text/x-mathjax-config\">\n    MathJax.Hub.Config({tex2jax: {inlineMath: [['$','$'], ['\\\\(','\\\\)']]},\n                        skipTags: [\"body\"],\n                        processClass: \"bibbase_paper\"});\n  </script>\n\n  <style>\n  @media print {\n    .dontprint {\n        display: none !important;\n    }\n\n  .bibbase_group {\n    background-color: #E0E0E0;\n    font-style: italic;\n    font-size: larger;\n    text-shadow: 0px 0px 3px #FFFFFF;\n    border-radius: 4px 4px 4px 4px;\n    -moz-border-radius: 4px 4px 4px 4px;\n    -webkit-border-radius: 4px;\n    padding: 5px 40px 5px;\n    margin-top: 10px;\n    margin-bottom: 5px;\n    cursor: pointer;\n  }\n\n  .bibbase_paper {\n    margin-bottom: 5px;\n  }\n\n  }\n  </style>\n\n  \n  <div style=\"float: right; margin-right: 10px; margin-top: 10px; text-align: right; font-size: 12px\">\n    generated by\n    <a href=\"//bibbase.org\"\n       onclick=\"trackOutboundLink('bibbase', 'logo clicked', window.location.href, '//bibbase.org'); return false;\">\n      <img src=\"//bibbase.org/img/logo.svg\"\n           style=\"vertical-align: middle; margin-left: 3px; height: 16px;\"/\n           alt=\"bibbase.org\"\n           title=\"BibBase – The easiest way to maintain your publications page.\"\n        ></a>\n    \n  </div>\n  \n\n  <div id=\"bibbase_header\" class=\"dontprint\" style=\"\">\n\n    <ul class=\"nav nav-pills\" style=\"margin: 0px;\">\n\n      <li class=\"dropdown\" id=\"groupby_dropdown\">\n      <a class=\"dropdown-toggle\"\n         data-toggle=\"dropdown\"\n         href=\"#\">\n          Group by\n          <b class=\"caret\"></b>\n      </a>\n      <ul class=\"dropdown-menu\">\n        <li class=\"groupby year\"><a onclick=\"groupby('year')\">\n            Year</a>\n        </li>\n        <li class=\"groupby author\"><a onclick=\"groupby('author_short')\">\n            Author</a>\n        </li>\n        <li class=\"groupby type\"><a onclick=\"groupby('type')\">\n            Type</a>\n        </li>\n        <li class=\"groupby keyword\"><a onclick=\"groupby('keyword')\">\n            Keyword</a>\n        </li>\n        <li class=\"groupby downloads\"><a onclick=\"groupby('downloads')\">\n            Downloads</a>\n        </li>\n      </ul>\n      </li>\n\n\n      <li class=\"dropdown\" id=\"menu_dropdown\">\n      <a class=\"dropdown-toggle\"\n         data-toggle=\"dropdown\"\n         href=\"#\" alt=\"controls\">\n          <i class=\"fa fa-reorder\" alt=\"controls\"></i>\n          <b class=\"caret\"></b>\n      </a>\n      <ul class=\"dropdown-menu\">\n        <li>\n          <a onclick=\"toggleAll()\">\n            <i class=\"fa fa-chevron-down fa-fw\"></i> Expand/Collapse All\n          </a>\n        </li>\n        <li>\n          <a download=\"citations.bib\" href=\"data:text/bibtex;base64,@inproceedings{jain2015spotting,
  title     = {Spotting Suspicious Reviews via (Quasi-) clique Extraction},
  author    = {Jain, Paras and Chen, Shang-Tse and Azimpourkivi, Mozhgan and Chau, Duen Horng and Carbunar, Bogdan},
  booktitle = {IEEE Security and Privacy 2015 extended abstract},
  year      = {2015}
}



@inproceedings{jain2017scalable,
  title        = {Scalable Architecture for Anomaly Detection and Visualization in Power Generating Assets},
  author       = {Jain, Paras and Tailor, Chirag and Ford, Sam and Ding, Liexiao and Phillips, Michael and Liu, Fang and Gebraeel, Nagi and Chau, Duen Horng},
  booktitle    = {2017 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)},
  pages        = {1078--1082},
  year         = {2017},
  organization = {IEEE}
}



@misc{iandola2020data,
  title  = {Data synthesis for autonomous control systems},
  author = {Iandola, Forrest Nelson and MacMillen, Donald Benton and Shen, Anting and Sidhu, Harsimran Singh and Jain, Paras Jagdish},
  year   = {2020},
  month  = jun # {~9},
  note   = {US Patent 10,678,244}
}



@misc{iandola2021multi,
  title  = {Multi-channel sensor simulation for autonomous control systems},
  author = {Iandola, Forrest Nelson and MacMillen, Donald Benton and Shen, Anting and Sidhu, Harsimran Singh and Tomasello, Daniel Paden and Phadte, Rohan Nandkumar and Jain, Paras Jagdish},
  year   = {2021},
  month  = oct # {~26},
  note   = {US Patent 11,157,014}
}



@inproceedings{tomasello2019dscnet,
  title     = {DSCnet: Replicating lidar point clouds with deep sensor cloning},
  author    = {Tomasello, Paden and Sidhu, Sammy and Shen, Anting and Moskewicz, Matthew W and Redmon, Nobie and Joshi, Gayatri and Phadte, Romi and Jain, Paras and Iandola, Forrest},
  booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops},
  pages     = {0--0},
  year      = {2019}
}



@inproceedings{jain2018dynamic,
  title     = {Dynamic Space-Time Scheduling for GPU Inference},
  author    = {Jain, Paras and Mo, Xiangxi and Jain, Ajay and Subbaraj, Harikaran and Durrani, Rehan and Tumanov, Alexey and Gonzalez, Joseph and Stoica, Ion},
  booktitle = {LearningSys Workshop at Neural Information Processing Systems 2018},
  year      = {2018}
}



@article{jain2019ooo,
  title   = {The OoO VLIW JIT compiler for GPU inference},
  author  = {Jain, Paras and Mo, Xiangxi and Jain, Ajay and Tumanov, Alexey and Gonzalez, Joseph E and Stoica, Ion},
  journal = {arXiv preprint arXiv:1901.10008},
  year    = {2019}
}



@inproceedings{mendis2019revec,
  title     = {Revec: program rejuvenation through revectorization},
  author    = {Mendis, Charith and Jain, Ajay and Jain, Paras and Amarasinghe, Saman},
  booktitle = {Proceedings of the 28th International Conference on Compiler Construction},
  pages     = {29--41},
  year      = {2019}
}



@inproceedings{jain2020checkmate,
  title     = {Checkmate: Breaking the Memory Wall with Optimal Tensor Rematerialization},
  author    = {Jain, Paras and Jain, Ajay and Nrusimha, Aniruddha and Gholami, Amir and Abbeel, Pieter and Keutzer, Kurt and Stoica, Ion and Gonzalez, Joseph E.},
  booktitle = {Proceedings of Machine Learning and Systems 2020},
  pages     = {497--511},
  year      = {2020}
}



@misc{sidhu2020optimizing,
  title  = {Optimizing neural network structures for embedded systems},
  author = {Sidhu, Harsimran Singh and Jain, Paras Jagdish and Tomasello, Daniel Paden and Iandola, Forrest Nelson},
  year   = {2020},
  month  = jan # {~30},
  note   = {US Patent App. 16/522,411}
}



@misc{cooper2021systems,
  title  = {Systems and methods for training machine models with augmented data},
  author = {Cooper, Matthew John and Jain, Paras Jagdish and Sidhu, Harsimran Singh},
  year   = {2021},
  month  = dec # {~21},
  note   = {US Patent 11,205,093}
}



@article{jain2021contrastive,
  title   = {Contrastive Code Representation Learning},
  author  = {Jain, Paras and Jain, Ajay and Zhang, Tianjun and Abbeel, Pieter and Gonzalez, Joseph E and Stoica, Ion},
  journal = {EMNLP 2021},
  year    = {2021}
}



@article{ichnowski2021accelerating,
  title   = {Accelerating Quadratic Optimization with Reinforcement Learning},
  author  = {Ichnowski, Jeffrey and Jain, Paras and Stellato, Bartolomeo and Banjac, Goran and Luo, Michael and Borrelli, Francesco and Gonzalez, Joseph E and Stoica, Ion and Goldberg, Ken},
  journal = {NeurIPS 2021},
  year    = {2021}
}



@inproceedings{jain2021synthesizing,
  title     = {Synthesizing Low-Power Approximate Hardware with Large-Scale Search},
  author    = {Jain, Paras and Huda, Safeen and Maas, Martin and Gonzalez, Joseph and Stoica, Ion and Mirhoseini, Azalia},
  booktitle = {MLArchSys at the International Symposium on Computer Architecture 2021},
  year      = {2021}
}



@inproceedings{gai2021grounded,
  title     = {Grounded Graph Decoding improves Compositional Generalization in Question Answering},
  author    = {Gai, Yu and Jain, Paras and Zhang, Wendi and Gonzalez, Joseph E. and Stoica, Ion and Song, Dawn},
  booktitle = {Findings of EMNLP 2021},
  year      = {2021}
}



@inproceedings{wu2021representing,
  title     = {Representing Long-Range Context for Graph Neural Networks with Global Attention},
  author    = {Wu, Zhanghao and Jain, Paras and Wright, Matthew and Mirhoseini, Azalia and Gonzalez, Joseph E. and Stoica, Ion},
  booktitle = {NeurIPS 2021},
  year      = {2021}
}



@inproceedings{jain2022framework,
  title     = {A Framework for Synthesizing Low-Power Approximate Inference Accelerators},
  author    = {Jain, Paras and Huda, Safeen and Maas, Martin and Gonzalez, Joseph E. and Stoica, Ion and Mirhoseini, Azalia},
  booktitle = {DATE 2022},
  year      = {2022}
}



@misc{cooper2022systems,
  title  = {Systems and methods for training machine models with augmented data},
  author = {Cooper, Matthew John and Jain, Paras Jagdish and Sidhu, Harsimran Singh},
  year   = {2022},
  month  = apr # {~7},
  note   = {US Patent App. 17/644,308}
}\">\n            <i class=\"fa fa-download fa-fw\"></i> Download BibTeX\n          </a>\n        </li>\n        <li>\n          <a href=\"//bibbase.org/rss?bib=http://parasjain.com/citations.bib\">\n            <i class=\"fa fa-rss fa-fw\"></i> RSS Feed\n          </a>\n          </li>\n      </ul>\n      </li>\n\n      \n\n\n      \n    </ul>\n\n\n    <div class=\"alert alert-success bibbase_msg\" id=\"bibbase_msg_embed\"\n         style=\"display: none;\">\n\n      Excellent! 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In order to keep using Mendeley with BibBase past April\n        14th, you need to:\n        <ol>\n          <li>renew the authorization for BibBase on Mendeley, and</li>\n          <li>update the BibBase URL\n            in your page the same way you did when you initially set up\n            this page.\n          </li>\n        </ol>\n      </p>\n\n      <p>\n        <a href=\"http://bibbase.org/cgi-bin/mendeley2/get.py\">\n          <i class=\"fa fa-angle-double-right\"></i>\n          Fix it now</a>\n      </p>\n    </div>\n\n  </div>\n\n\n  <div id=\"bibbase_body\">\n    \n  \n  <div class=\"bibbase_group_whole\" id=\"group_2022\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2022')\"\n      onkeypress=\"toggleGroup('group_2022')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2022</span>\n      <span class=\"bibbase_group_count\">\n        \n        (2)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"jain-huda-maas-gonzalez-stoica-mirhoseini-aframeworkforsynthesizinglowpowerapproximateinferenceaccelerators-2022\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  A Framework for Synthesizing Low-Power Approximate Inference Accelerators.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Paras Jain;  Safeen Huda;  Martin Maas;  Joseph E. Gonzalez;  Ion Stoica;  and  Azalia Mirhoseini.\n</span>\n\n  \n\n</span>\n\n  In <i>DATE 2022</i>,  2022. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/jain-huda-maas-gonzalez-stoica-mirhoseini-aframeworkforsynthesizinglowpowerapproximateinferenceaccelerators-2022\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('jain-huda-maas-gonzalez-stoica-mirhoseini-aframeworkforsynthesizinglowpowerapproximateinferenceaccelerators-2022')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@inproceedings{jain2022framework,\n  title     = {A Framework for Synthesizing Low-Power Approximate Inference Accelerators},\n  author    = {Jain, Paras and Huda, Safeen and Maas, Martin and Gonzalez, Joseph E. and Stoica, Ion and Mirhoseini, Azalia},\n  booktitle = {DATE 2022},\n  year      = {2022}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"cooper-jain-sidhu-systemsandmethodsfortrainingmachinemodelswithaugmenteddata-2022\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Systems and methods for training machine models with augmented data.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Matthew John Cooper;  Paras Jagdish Jain;  and  Harsimran Singh Sidhu.\n</span>\n\n  \n\n</span>\n\n  April 7 2022.\n  <span class=\"note\">US Patent App. 17/644,308</span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/cooper-jain-sidhu-systemsandmethodsfortrainingmachinemodelswithaugmenteddata-2022\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('cooper-jain-sidhu-systemsandmethodsfortrainingmachinemodelswithaugmenteddata-2022')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@misc{cooper2022systems,\n  title  = {Systems and methods for training machine models with augmented data},\n  author = {Cooper, Matthew John and Jain, Paras Jagdish and Sidhu, Harsimran Singh},\n  year   = {2022},\n  month  = apr # {~7},\n  note   = {US Patent App. 17/644,308}\n}</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2021\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2021')\"\n      onkeypress=\"toggleGroup('group_2021')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2021</span>\n      <span class=\"bibbase_group_count\">\n        \n        (7)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"iandola-macmillen-shen-sidhu-tomasello-phadte-jain-multichannelsensorsimulationforautonomouscontrolsystems-2021\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Multi-channel sensor simulation for autonomous control systems.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Forrest Nelson Iandola;  Donald Benton MacMillen;  Anting Shen;  Harsimran Singh Sidhu;  Daniel Paden Tomasello;  Rohan Nandkumar Phadte;  and  Paras Jagdish Jain.\n</span>\n\n  \n\n</span>\n\n  October 26 2021.\n  <span class=\"note\">US Patent 11,157,014</span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/iandola-macmillen-shen-sidhu-tomasello-phadte-jain-multichannelsensorsimulationforautonomouscontrolsystems-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('iandola-macmillen-shen-sidhu-tomasello-phadte-jain-multichannelsensorsimulationforautonomouscontrolsystems-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@misc{iandola2021multi,\n  title  = {Multi-channel sensor simulation for autonomous control systems},\n  author = {Iandola, Forrest Nelson and MacMillen, Donald Benton and Shen, Anting and Sidhu, Harsimran Singh and Tomasello, Daniel Paden and Phadte, Rohan Nandkumar and Jain, Paras Jagdish},\n  year   = {2021},\n  month  = oct # {~26},\n  note   = {US Patent 11,157,014}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"cooper-jain-sidhu-systemsandmethodsfortrainingmachinemodelswithaugmenteddata-2021\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Systems and methods for training machine models with augmented data.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Matthew John Cooper;  Paras Jagdish Jain;  and  Harsimran Singh Sidhu.\n</span>\n\n  \n\n</span>\n\n  December 21 2021.\n  <span class=\"note\">US Patent 11,205,093</span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/cooper-jain-sidhu-systemsandmethodsfortrainingmachinemodelswithaugmenteddata-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('cooper-jain-sidhu-systemsandmethodsfortrainingmachinemodelswithaugmenteddata-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@misc{cooper2021systems,\n  title  = {Systems and methods for training machine models with augmented data},\n  author = {Cooper, Matthew John and Jain, Paras Jagdish and Sidhu, Harsimran Singh},\n  year   = {2021},\n  month  = dec # {~21},\n  note   = {US Patent 11,205,093}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"jain-jain-zhang-abbeel-gonzalez-stoica-contrastivecoderepresentationlearning-2021\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Contrastive Code Representation Learning.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Paras Jain;  Ajay Jain;  Tianjun Zhang;  Pieter Abbeel;  Joseph E Gonzalez;  and  Ion Stoica.\n</span>\n\n  \n\n</span>\n\n  <i>EMNLP 2021</i>.  2021.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/jain-jain-zhang-abbeel-gonzalez-stoica-contrastivecoderepresentationlearning-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('jain-jain-zhang-abbeel-gonzalez-stoica-contrastivecoderepresentationlearning-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{jain2021contrastive,\n  title   = {Contrastive Code Representation Learning},\n  author  = {Jain, Paras and Jain, Ajay and Zhang, Tianjun and Abbeel, Pieter and Gonzalez, Joseph E and Stoica, Ion},\n  journal = {EMNLP 2021},\n  year    = {2021}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"ichnowski-jain-stellato-banjac-luo-borrelli-gonzalez-stoica-etal-acceleratingquadraticoptimizationwithreinforcementlearning-2021\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Accelerating Quadratic Optimization with Reinforcement Learning.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Jeffrey Ichnowski;  Paras Jain;  Bartolomeo Stellato;  Goran Banjac;  Michael Luo;  Francesco Borrelli;  Joseph E Gonzalez;  Ion Stoica;  and  Ken Goldberg.\n</span>\n\n  \n\n</span>\n\n  <i>NeurIPS 2021</i>.  2021.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/ichnowski-jain-stellato-banjac-luo-borrelli-gonzalez-stoica-etal-acceleratingquadraticoptimizationwithreinforcementlearning-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('ichnowski-jain-stellato-banjac-luo-borrelli-gonzalez-stoica-etal-acceleratingquadraticoptimizationwithreinforcementlearning-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{ichnowski2021accelerating,\n  title   = {Accelerating Quadratic Optimization with Reinforcement Learning},\n  author  = {Ichnowski, Jeffrey and Jain, Paras and Stellato, Bartolomeo and Banjac, Goran and Luo, Michael and Borrelli, Francesco and Gonzalez, Joseph E and Stoica, Ion and Goldberg, Ken},\n  journal = {NeurIPS 2021},\n  year    = {2021}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"jain-huda-maas-gonzalez-stoica-mirhoseini-synthesizinglowpowerapproximatehardwarewithlargescalesearch-2021\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Synthesizing Low-Power Approximate Hardware with Large-Scale Search.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Paras Jain;  Safeen Huda;  Martin Maas;  Joseph Gonzalez;  Ion Stoica;  and  Azalia Mirhoseini.\n</span>\n\n  \n\n</span>\n\n  In <i>MLArchSys at the International Symposium on Computer Architecture 2021</i>,  2021. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/jain-huda-maas-gonzalez-stoica-mirhoseini-synthesizinglowpowerapproximatehardwarewithlargescalesearch-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('jain-huda-maas-gonzalez-stoica-mirhoseini-synthesizinglowpowerapproximatehardwarewithlargescalesearch-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@inproceedings{jain2021synthesizing,\n  title     = {Synthesizing Low-Power Approximate Hardware with Large-Scale Search},\n  author    = {Jain, Paras and Huda, Safeen and Maas, Martin and Gonzalez, Joseph and Stoica, Ion and Mirhoseini, Azalia},\n  booktitle = {MLArchSys at the International Symposium on Computer Architecture 2021},\n  year      = {2021}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"gai-jain-zhang-gonzalez-stoica-song-groundedgraphdecodingimprovescompositionalgeneralizationinquestionanswering-2021\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Grounded Graph Decoding improves Compositional Generalization in Question Answering.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Yu Gai;  Paras Jain;  Wendi Zhang;  Joseph E. Gonzalez;  Ion Stoica;  and  Dawn Song.\n</span>\n\n  \n\n</span>\n\n  In <i>Findings of EMNLP 2021</i>,  2021. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/gai-jain-zhang-gonzalez-stoica-song-groundedgraphdecodingimprovescompositionalgeneralizationinquestionanswering-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('gai-jain-zhang-gonzalez-stoica-song-groundedgraphdecodingimprovescompositionalgeneralizationinquestionanswering-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@inproceedings{gai2021grounded,\n  title     = {Grounded Graph Decoding improves Compositional Generalization in Question Answering},\n  author    = {Gai, Yu and Jain, Paras and Zhang, Wendi and Gonzalez, Joseph E. and Stoica, Ion and Song, Dawn},\n  booktitle = {Findings of EMNLP 2021},\n  year      = {2021}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"wu-jain-wright-mirhoseini-gonzalez-stoica-representinglongrangecontextforgraphneuralnetworkswithglobalattention-2021\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Representing Long-Range Context for Graph Neural Networks with Global Attention.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Zhanghao Wu;  Paras Jain;  Matthew Wright;  Azalia Mirhoseini;  Joseph E. Gonzalez;  and  Ion Stoica.\n</span>\n\n  \n\n</span>\n\n  In <i>NeurIPS 2021</i>,  2021. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/wu-jain-wright-mirhoseini-gonzalez-stoica-representinglongrangecontextforgraphneuralnetworkswithglobalattention-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('wu-jain-wright-mirhoseini-gonzalez-stoica-representinglongrangecontextforgraphneuralnetworkswithglobalattention-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@inproceedings{wu2021representing,\n  title     = {Representing Long-Range Context for Graph Neural Networks with Global Attention},\n  author    = {Wu, Zhanghao and Jain, Paras and Wright, Matthew and Mirhoseini, Azalia and Gonzalez, Joseph E. and Stoica, Ion},\n  booktitle = {NeurIPS 2021},\n  year      = {2021}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2020\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2020')\"\n      onkeypress=\"toggleGroup('group_2020')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2020</span>\n      <span class=\"bibbase_group_count\">\n        \n        (3)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"iandola-macmillen-shen-sidhu-jain-datasynthesisforautonomouscontrolsystems-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Data synthesis for autonomous control systems.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Forrest Nelson Iandola;  Donald Benton MacMillen;  Anting Shen;  Harsimran Singh Sidhu;  and  Paras Jagdish Jain.\n</span>\n\n  \n\n</span>\n\n  June 9 2020.\n  <span class=\"note\">US Patent 10,678,244</span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/iandola-macmillen-shen-sidhu-jain-datasynthesisforautonomouscontrolsystems-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('iandola-macmillen-shen-sidhu-jain-datasynthesisforautonomouscontrolsystems-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@misc{iandola2020data,\n  title  = {Data synthesis for autonomous control systems},\n  author = {Iandola, Forrest Nelson and MacMillen, Donald Benton and Shen, Anting and Sidhu, Harsimran Singh and Jain, Paras Jagdish},\n  year   = {2020},\n  month  = jun # {~9},\n  note   = {US Patent 10,678,244}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"jain-jain-nrusimha-gholami-abbeel-keutzer-stoica-gonzalez-checkmatebreakingthememorywallwithoptimaltensorrematerialization-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Checkmate: Breaking the Memory Wall with Optimal Tensor Rematerialization.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Paras Jain;  Ajay Jain;  Aniruddha Nrusimha;  Amir Gholami;  Pieter Abbeel;  Kurt Keutzer;  Ion Stoica;  and  Joseph E. Gonzalez.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of Machine Learning and Systems 2020</i>, pages 497–511,  2020. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/jain-jain-nrusimha-gholami-abbeel-keutzer-stoica-gonzalez-checkmatebreakingthememorywallwithoptimaltensorrematerialization-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('jain-jain-nrusimha-gholami-abbeel-keutzer-stoica-gonzalez-checkmatebreakingthememorywallwithoptimaltensorrematerialization-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@inproceedings{jain2020checkmate,\n  title     = {Checkmate: Breaking the Memory Wall with Optimal Tensor Rematerialization},\n  author    = {Jain, Paras and Jain, Ajay and Nrusimha, Aniruddha and Gholami, Amir and Abbeel, Pieter and Keutzer, Kurt and Stoica, Ion and Gonzalez, Joseph E.},\n  booktitle = {Proceedings of Machine Learning and Systems 2020},\n  pages     = {497--511},\n  year      = {2020}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"sidhu-jain-tomasello-iandola-optimizingneuralnetworkstructuresforembeddedsystems-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Optimizing neural network structures for embedded systems.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Harsimran Singh Sidhu;  Paras Jagdish Jain;  Daniel Paden Tomasello;  and  Forrest Nelson Iandola.\n</span>\n\n  \n\n</span>\n\n  January 30 2020.\n  <span class=\"note\">US Patent App. 16/522,411</span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/sidhu-jain-tomasello-iandola-optimizingneuralnetworkstructuresforembeddedsystems-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('sidhu-jain-tomasello-iandola-optimizingneuralnetworkstructuresforembeddedsystems-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@misc{sidhu2020optimizing,\n  title  = {Optimizing neural network structures for embedded systems},\n  author = {Sidhu, Harsimran Singh and Jain, Paras Jagdish and Tomasello, Daniel Paden and Iandola, Forrest Nelson},\n  year   = {2020},\n  month  = jan # {~30},\n  note   = {US Patent App. 16/522,411}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2019\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2019')\"\n      onkeypress=\"toggleGroup('group_2019')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2019</span>\n      <span class=\"bibbase_group_count\">\n        \n        (3)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"tomasello-sidhu-shen-moskewicz-redmon-joshi-phadte-jain-etal-dscnetreplicatinglidarpointcloudswithdeepsensorcloning-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  DSCnet: Replicating lidar point clouds with deep sensor cloning.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Paden Tomasello;  Sammy Sidhu;  Anting Shen;  Matthew W Moskewicz;  Nobie Redmon;  Gayatri Joshi;  Romi Phadte;  Paras Jain;  and  Forrest Iandola.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops</i>, pages 0–0,  2019. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/tomasello-sidhu-shen-moskewicz-redmon-joshi-phadte-jain-etal-dscnetreplicatinglidarpointcloudswithdeepsensorcloning-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('tomasello-sidhu-shen-moskewicz-redmon-joshi-phadte-jain-etal-dscnetreplicatinglidarpointcloudswithdeepsensorcloning-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@inproceedings{tomasello2019dscnet,\n  title     = {DSCnet: Replicating lidar point clouds with deep sensor cloning},\n  author    = {Tomasello, Paden and Sidhu, Sammy and Shen, Anting and Moskewicz, Matthew W and Redmon, Nobie and Joshi, Gayatri and Phadte, Romi and Jain, Paras and Iandola, Forrest},\n  booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops},\n  pages     = {0--0},\n  year      = {2019}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"jain-mo-jain-tumanov-gonzalez-stoica-theooovliwjitcompilerforgpuinference-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  The OoO VLIW JIT compiler for GPU inference.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Paras Jain;  Xiangxi Mo;  Ajay Jain;  Alexey Tumanov;  Joseph E Gonzalez;  and  Ion Stoica.\n</span>\n\n  \n\n</span>\n\n  <i>arXiv preprint arXiv:1901.10008</i>.  2019.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/jain-mo-jain-tumanov-gonzalez-stoica-theooovliwjitcompilerforgpuinference-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('jain-mo-jain-tumanov-gonzalez-stoica-theooovliwjitcompilerforgpuinference-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{jain2019ooo,\n  title   = {The OoO VLIW JIT compiler for GPU inference},\n  author  = {Jain, Paras and Mo, Xiangxi and Jain, Ajay and Tumanov, Alexey and Gonzalez, Joseph E and Stoica, Ion},\n  journal = {arXiv preprint arXiv:1901.10008},\n  year    = {2019}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"mendis-jain-jain-amarasinghe-revecprogramrejuvenationthroughrevectorization-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Revec: program rejuvenation through revectorization.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Charith Mendis;  Ajay Jain;  Paras Jain;  and  Saman Amarasinghe.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 28th International Conference on Compiler Construction</i>, pages 29–41,  2019. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/mendis-jain-jain-amarasinghe-revecprogramrejuvenationthroughrevectorization-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('mendis-jain-jain-amarasinghe-revecprogramrejuvenationthroughrevectorization-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@inproceedings{mendis2019revec,\n  title     = {Revec: program rejuvenation through revectorization},\n  author    = {Mendis, Charith and Jain, Ajay and Jain, Paras and Amarasinghe, Saman},\n  booktitle = {Proceedings of the 28th International Conference on Compiler Construction},\n  pages     = {29--41},\n  year      = {2019}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2018\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2018')\"\n      onkeypress=\"toggleGroup('group_2018')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2018</span>\n      <span class=\"bibbase_group_count\">\n        \n        (1)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"jain-mo-jain-subbaraj-durrani-tumanov-gonzalez-stoica-dynamicspacetimeschedulingforgpuinference-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Dynamic Space-Time Scheduling for GPU Inference.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Paras Jain;  Xiangxi Mo;  Ajay Jain;  Harikaran Subbaraj;  Rehan Durrani;  Alexey Tumanov;  Joseph Gonzalez;  and  Ion Stoica.\n</span>\n\n  \n\n</span>\n\n  In <i>LearningSys Workshop at Neural Information Processing Systems 2018</i>,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/jain-mo-jain-subbaraj-durrani-tumanov-gonzalez-stoica-dynamicspacetimeschedulingforgpuinference-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('jain-mo-jain-subbaraj-durrani-tumanov-gonzalez-stoica-dynamicspacetimeschedulingforgpuinference-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@inproceedings{jain2018dynamic,\n  title     = {Dynamic Space-Time Scheduling for GPU Inference},\n  author    = {Jain, Paras and Mo, Xiangxi and Jain, Ajay and Subbaraj, Harikaran and Durrani, Rehan and Tumanov, Alexey and Gonzalez, Joseph and Stoica, Ion},\n  booktitle = {LearningSys Workshop at Neural Information Processing Systems 2018},\n  year      = {2018}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2017\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2017')\"\n      onkeypress=\"toggleGroup('group_2017')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2017</span>\n      <span class=\"bibbase_group_count\">\n        \n        (1)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"jain-tailor-ford-ding-phillips-liu-gebraeel-chau-scalablearchitectureforanomalydetectionandvisualizationinpowergeneratingassets-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Scalable Architecture for Anomaly Detection and Visualization in Power Generating Assets.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Paras Jain;  Chirag Tailor;  Sam Ford;  Liexiao Ding;  Michael Phillips;  Fang Liu;  Nagi Gebraeel;  and  Duen Horng Chau.\n</span>\n\n  \n\n</span>\n\n  In <i>2017 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)</i>, pages 1078–1082,  2017. IEEE\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/jain-tailor-ford-ding-phillips-liu-gebraeel-chau-scalablearchitectureforanomalydetectionandvisualizationinpowergeneratingassets-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('jain-tailor-ford-ding-phillips-liu-gebraeel-chau-scalablearchitectureforanomalydetectionandvisualizationinpowergeneratingassets-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@inproceedings{jain2017scalable,\n  title        = {Scalable Architecture for Anomaly Detection and Visualization in Power Generating Assets},\n  author       = {Jain, Paras and Tailor, Chirag and Ford, Sam and Ding, Liexiao and Phillips, Michael and Liu, Fang and Gebraeel, Nagi and Chau, Duen Horng},\n  booktitle    = {2017 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)},\n  pages        = {1078--1082},\n  year         = {2017},\n  organization = {IEEE}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2015\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2015')\"\n      onkeypress=\"toggleGroup('group_2015')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2015</span>\n      <span class=\"bibbase_group_count\">\n        \n        (1)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"jain-chen-azimpourkivi-chau-carbunar-spottingsuspiciousreviewsviaquasicliqueextraction-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Spotting Suspicious Reviews via (Quasi-) clique Extraction.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n   Paras Jain;  Shang-Tse Chen;  Mozhgan Azimpourkivi;  Duen Horng Chau;  and  Bogdan Carbunar.\n</span>\n\n  \n\n</span>\n\n  In <i>IEEE Security and Privacy 2015 extended abstract</i>,  2015. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/jain-chen-azimpourkivi-chau-carbunar-spottingsuspiciousreviewsviaquasicliqueextraction-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('jain-chen-azimpourkivi-chau-carbunar-spottingsuspiciousreviewsviaquasicliqueextraction-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@inproceedings{jain2015spotting,\n  title     = {Spotting Suspicious Reviews via (Quasi-) clique Extraction},\n  author    = {Jain, Paras and Chen, Shang-Tse and Azimpourkivi, Mozhgan and Chau, Duen Horng and Carbunar, Bogdan},\n  booktitle = {IEEE Security and Privacy 2015 extended abstract},\n  year      = {2015}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n\n\n\n  </div>\n\n\n  <!-- Modal -->\n\n  <!-- <iframe id=\"bibbase_network_frame\" -->\n  <!--         src=\"//bibbase.org/network/control\" -->\n  <!--         style=\"display: none;\"> -->\n  <!-- </iframe> -->\n\n</div>\n"}; document.write(bibbase_data.data);