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Kochenderfer},\\n author+an={3=zach},\\n title = {Simultaneous Active Parameter Estimation and Control using Sampling-based {B}ayesian Reinforcement Learning},\\n booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},\\n url = {https://arxiv.org/abs/1707.09055},\\n doi = {10.1109/IROS.2017.8202242},\\n url_Paper = {https://arxiv.org/pdf/1707.09055.pdf},\\n year = {2017}\\n}\\n\\n\",\"author_short\":[\"Slade, P.\",\"Culbertson, P.\",\"Sunberg, Z.\",\"Kochenderfer, M. 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S.\"],\"key\":\"sunberg2013information\",\"id\":\"sunberg2013information\",\"bibbaseid\":\"sunberg-chakravorty-erwin-informationspacerecedinghorizoncontrol-2013\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://ieeexplore.ieee.org/document/6417015/\",\" paper\":\"http://ieeexplore.ieee.org/document/6417015/\"},\"metadata\":{\"authorlinks\":{\"sunberg, z\":\"https://www.cu-adcl.org/publications/\"}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Information Space Receding Horizon Control for Multisensor Tasking Problems\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Sunberg\"],\"firstnames\":[\"Zachary\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Chakravorty\"],\"firstnames\":[\"Suman\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Erwin\"],\"firstnames\":[\"Richard\",\"Scott\"],\"suffixes\":[]}],\"author+an\":\"1=zach\",\"journal\":\"IEEE Transactions on Cybernetics\",\"volume\":\"46\",\"number\":\"6\",\"pages\":\"1325–1336\",\"year\":\"2016\",\"url\":\"http://ieeexplore.ieee.org/document/7174988/\",\"url_paper\":\"http://ieeexplore.ieee.org/document/7174988/\",\"bibtex\":\"@article{sunberg2016information,\\n title={Information Space Receding Horizon Control for Multisensor Tasking Problems},\\n author={Sunberg, Zachary and Chakravorty, Suman and Erwin, Richard Scott},\\n author+an={1=zach},\\n journal={IEEE Transactions on Cybernetics},\\n volume={46},\\n number={6},\\n pages={1325--1336},\\n year={2016},\\n url={http://ieeexplore.ieee.org/document/7174988/},\\n url_Paper={http://ieeexplore.ieee.org/document/7174988/},\\n}\\n\\n\",\"author_short\":[\"Sunberg, Z.\",\"Chakravorty, S.\",\"Erwin, R. S.\"],\"key\":\"sunberg2016information\",\"id\":\"sunberg2016information\",\"bibbaseid\":\"sunberg-chakravorty-erwin-informationspacerecedinghorizoncontrolformultisensortaskingproblems-2016\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://ieeexplore.ieee.org/document/7174988/\",\" paper\":\"http://ieeexplore.ieee.org/document/7174988/\"},\"metadata\":{\"authorlinks\":{\"sunberg, z\":\"https://www.cu-adcl.org/publications/\"}},\"downloads\":4,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"A Belief Function Distance Metric for Orderable Sets\",\"journal\":\"Information Fusion\",\"volume\":\"14\",\"number\":\"4\",\"pages\":\"361–373\",\"year\":\"2013\",\"issn\":\"1566-2535\",\"doi\":\"10.1016/J.INFFUS.2013.03.003\",\"url\":\"http://www.sciencedirect.com/science/article/pii/S1566253513000304\",\"url_paper\":\"http://www.sciencedirect.com/science/article/pii/S1566253513000304/pdfft?md5=b4701c23b87462d24371ae30b4518240&pid=1-s2.0-S1566253513000304-main.pdf\",\"author\":[{\"firstnames\":[\"Zachary\"],\"propositions\":[],\"lastnames\":[\"Sunberg\"],\"suffixes\":[]},{\"firstnames\":[\"Jonathan\"],\"propositions\":[],\"lastnames\":[\"Rogers\"],\"suffixes\":[]}],\"author+an\":\"1=zach\",\"keywords\":\"Dempster–Shafer theory, Distance metric, Orderable sets, Sensor fault detection\",\"bibtex\":\"@article{sunberg2013belief,\\n title = \\\"A Belief Function Distance Metric for Orderable Sets\\\",\\n journal = \\\"Information Fusion\\\",\\n volume = \\\"14\\\",\\n number = \\\"4\\\",\\n pages = \\\"361--373\\\",\\n year = \\\"2013\\\",\\n issn = \\\"1566-2535\\\",\\n doi = \\\"10.1016/J.INFFUS.2013.03.003\\\",\\n url = \\\"http://www.sciencedirect.com/science/article/pii/S1566253513000304\\\",\\n url_Paper = \\\"http://www.sciencedirect.com/science/article/pii/S1566253513000304/pdfft?md5=b4701c23b87462d24371ae30b4518240&pid=1-s2.0-S1566253513000304-main.pdf\\\",\\n author = \\\"Zachary Sunberg and Jonathan Rogers\\\",\\n author+an={1=zach},\\n keywords = \\\"Dempster–Shafer theory, Distance metric, Orderable sets, Sensor fault detection\\\"\\n}\\n\\n\",\"author_short\":[\"Sunberg, Z.\",\"Rogers, J.\"],\"key\":\"sunberg2013belief\",\"id\":\"sunberg2013belief\",\"bibbaseid\":\"sunberg-rogers-abelieffunctiondistancemetricfororderablesets-2013\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://www.sciencedirect.com/science/article/pii/S1566253513000304\",\" paper\":\"http://www.sciencedirect.com/science/article/pii/S1566253513000304/pdfft?md5=b4701c23b87462d24371ae30b4518240&pid=1-s2.0-S1566253513000304-main.pdf\"},\"keyword\":[\"Dempster–Shafer theory\",\"Distance metric\",\"Orderable sets\",\"Sensor fault detection\"],\"metadata\":{\"authorlinks\":{\"sunberg, z\":\"https://www.cu-adcl.org/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"Zachary\"],\"propositions\":[],\"lastnames\":[\"Sunberg\"],\"suffixes\":[]},{\"firstnames\":[\"Suman\"],\"propositions\":[],\"lastnames\":[\"Chakravorty\"],\"suffixes\":[]},{\"firstnames\":[\"Richard\"],\"propositions\":[],\"lastnames\":[\"Erwin\"],\"suffixes\":[]}],\"author+an\":\"1=zach\",\"booktitle\":\"American Control Conference (ACC)\",\"title\":\"Information space sensor tasking for Space Situational Awareness\",\"year\":\"2014\",\"pages\":\"79-84\",\"keywords\":\"Markov processes;aerospace instrumentation;artificial satellites;distributed control;gradient methods;open loop systems;optimal control;baseline myopic tasking policy;distributed implementation;globally optimal solution;information space sensor tasking aspect;open loop control policy;partially observed Markov decision process;receding horizon control approach;satellites;space situational awareness;stochastic gradient ascent algorithm;Satellites;Aerospace;Predictive control for nonlinear systems;Stochastic systems\",\"doi\":\"10.1109/ACC.2014.6858922\",\"issn\":\"0743-1619\",\"month\":\"6\",\"bibtex\":\"@inproceedings{sunberg2014space,\\n author={Zachary Sunberg and Suman Chakravorty and Richard Erwin},\\n author+an={1=zach},\\n booktitle={American Control Conference (ACC)},\\n title={Information space sensor tasking for Space Situational Awareness},\\n year={2014},\\n pages={79-84},\\n keywords={Markov processes;aerospace instrumentation;artificial satellites;distributed control;gradient methods;open loop systems;optimal control;baseline myopic tasking policy;distributed implementation;globally optimal solution;information space sensor tasking aspect;open loop control policy;partially observed Markov decision process;receding horizon control approach;satellites;space situational awareness;stochastic gradient ascent algorithm;Satellites;Aerospace;Predictive control for nonlinear systems;Stochastic systems},\\n doi={10.1109/ACC.2014.6858922},\\n ISSN={0743-1619},\\n month={6},\\n}\\n\\n\",\"author_short\":[\"Sunberg, Z.\",\"Chakravorty, S.\",\"Erwin, R.\"],\"key\":\"sunberg2014space\",\"id\":\"sunberg2014space\",\"bibbaseid\":\"sunberg-chakravorty-erwin-informationspacesensortaskingforspacesituationalawareness-2014\",\"role\":\"author\",\"urls\":{},\"keyword\":[\"Markov processes;aerospace instrumentation;artificial satellites;distributed control;gradient methods;open loop systems;optimal control;baseline myopic tasking policy;distributed implementation;globally optimal solution;information space sensor tasking aspect;open loop control policy;partially observed Markov decision process;receding horizon control approach;satellites;space situational awareness;stochastic gradient ascent algorithm;Satellites;Aerospace;Predictive control for nonlinear systems;Stochastic systems\"],\"metadata\":{\"authorlinks\":{\"sunberg, z\":\"https://www.cu-adcl.org/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"A Real-Time Expert Control System For Helicopter Autorotation\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Sunberg\"],\"firstnames\":[\"Zachary\",\"N.\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Miller\"],\"firstnames\":[\"Nathaniel\",\"R.\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Rogers\"],\"firstnames\":[\"Jonathan\",\"D.\"],\"suffixes\":[]}],\"author+an\":\"1=zach\",\"journal\":\"Journal of the American Helicopter Society\",\"parent_itemid\":\"infobike://ahs/jahs\",\"publishercode\":\"ahs\",\"year\":\"2015\",\"volume\":\"60\",\"number\":\"2\",\"pages\":\"1-15\",\"itemtype\":\"ARTICLE\",\"issn\":\"2161-6027\",\"url\":\"http://www.ingentaconnect.com/content/ahs/jahs/2015/00000060/00000002/art00008\",\"url_paper\":\"http://www.ingentaconnect.com/content/ahs/jahs/2015/00000060/00000002/art00008\",\"doi\":\"10.4050/JAHS.60.022008\",\"bibtex\":\"@article{sunberg2015real,\\n title = \\\"A Real-Time Expert Control System For Helicopter Autorotation\\\",\\n author = \\\"Sunberg, Zachary N. and Miller, Nathaniel R. and Rogers, Jonathan D.\\\",\\n author+an={1=zach},\\n journal = \\\"Journal of the American Helicopter Society\\\",\\n parent_itemid = \\\"infobike://ahs/jahs\\\",\\n publishercode =\\\"ahs\\\",\\n year = \\\"2015\\\",\\n volume = \\\"60\\\",\\n number = \\\"2\\\",\\n pages = \\\"1-15\\\",\\n itemtype = \\\"ARTICLE\\\",\\n issn = \\\"2161-6027\\\",\\n url = \\\"http://www.ingentaconnect.com/content/ahs/jahs/2015/00000060/00000002/art00008\\\",\\n url_Paper = \\\"http://www.ingentaconnect.com/content/ahs/jahs/2015/00000060/00000002/art00008\\\",\\n doi = \\\"10.4050/JAHS.60.022008\\\"\\n}\\n\\n\",\"author_short\":[\"Sunberg, Z. N.\",\"Miller, N. R.\",\"Rogers, J. D.\"],\"key\":\"sunberg2015real\",\"id\":\"sunberg2015real\",\"bibbaseid\":\"sunberg-miller-rogers-arealtimeexpertcontrolsystemforhelicopterautorotation-2015\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://www.ingentaconnect.com/content/ahs/jahs/2015/00000060/00000002/art00008\",\" paper\":\"http://www.ingentaconnect.com/content/ahs/jahs/2015/00000060/00000002/art00008\"},\"metadata\":{\"authorlinks\":{\"sunberg, z\":\"https://www.cu-adcl.org/publications/\"}},\"downloads\":5,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Sunberg\"],\"firstnames\":[\"Zachary\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Miller\"],\"firstnames\":[\"Nathaniel\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Rogers\"],\"firstnames\":[\"Jonathan\"],\"suffixes\":[]}],\"author+an\":\"1=zach\",\"title\":\"A Real Time Expert Control System for Helicopter Autorotation\",\"booktitle\":\"70th Forum of the American Helicopter Society\",\"year\":\"2014\",\"address\":\"Montreal\",\"bibtex\":\"@inproceedings{sunberg2014real,\\n author={Sunberg, Zachary and Miller, Nathaniel and Rogers, Jonathan},\\n author+an={1=zach},\\n title={A Real Time Expert Control System for Helicopter Autorotation},\\n booktitle={70th Forum of the American Helicopter Society},\\n year={2014},\\n address={Montreal}\\n}\\n\",\"author_short\":[\"Sunberg, Z.\",\"Miller, N.\",\"Rogers, J.\"],\"key\":\"sunberg2014real\",\"id\":\"sunberg2014real\",\"bibbaseid\":\"sunberg-miller-rogers-arealtimeexpertcontrolsystemforhelicopterautorotation-2014\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"sunberg, z\":\"https://www.cu-adcl.org/publications/\"}},\"downloads\":0,\"html\":\"\"}],\n metadata: {\"owner\":\"sunberg, z\",\"authorlinks\":{\"sunberg, z\":\"https://www.cu-adcl.org/publications/\"}},\n ownerID: \"WEP8i2e6rWWS8xNwK\"\n };\n \n\n \n\n \n \n\n \n\n \n \n\n \n\n \n
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\n\n \n \n \n \n \n \n Rao-Blackwellized POMDP Planning.\n \n \n \n \n\n\n \n Lee, J.; Ahmed, N. R.; Wray, K. H.; and Sunberg, Z. N.\n\n\n \n\n\n\n In
IEEE International Conference on Robotics and Automation (ICRA), 2025. \n
Under Review\n\n
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@inproceedings{lee2025raoblackwellized,\n author={Jiho Lee and Nisar R. Ahmed and Kyle H. Wray and Zachary N. Sunberg},\n title={Rao-Blackwellized POMDP Planning},\n year={2025},\n booktitle={IEEE International Conference on Robotics and Automation (ICRA)},\n note={Under Review},\n url={https://arxiv.org/abs/2409.16392},\n author+an={4=zach;1=student}\n}\n\n\n
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\n\n \n \n \n \n \n Bridging the Gap between Partially Observable Stochastic Games and Sparse POMDP Methods.\n \n \n \n\n\n \n Becker, T.; and Sunberg, Z.\n\n\n \n\n\n\n In
Autonomous Agents and Multi-Agent Systems AAMAS, 2025. \n
In preparation for submission\n\n
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@inproceedings{becker2024bridging,\n author={Becker, Tyler and Sunberg, Zachary},\n author+an={1=student;2=zach},\n title={Bridging the Gap between Partially Observable Stochastic Games and Sparse POMDP Methods},\n booktitle={Autonomous Agents and Multi-Agent Systems AAMAS},\n year={2025},\n note={In preparation for submission},\n}\n\n
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\n\n \n \n \n \n \n Feasibility-Guided Safety-Aware Model Predictive Control for Jump Markov Linear Systems.\n \n \n \n\n\n \n Laouar, Z.; Ho, Q. H.; Mazouz, R.; Becker, T.; and Sunberg, Z. N.\n\n\n \n\n\n\n In
IEEE International Conference on Intelligent Robots and Systems (IROS), 2024. \n
Accepted\n\n
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@inproceedings{laouar2024feasibility,\n title={Feasibility-Guided Safety-Aware Model Predictive Control for Jump Markov Linear Systems},\n author={Zakariya Laouar and Qi Heng Ho and Rayan Mazouz and Tyler Becker and Zachary N. Sunberg},\n year={2024},\n author+an={5=zach;1=student;2=student;4=student},\n note={Accepted},\n booktitle={IEEE International Conference on Intelligent Robots and Systems (IROS)}\n}\n\n
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\n\n \n \n \n \n \n \n Recursively-Constrained Markov Decision Processes.\n \n \n \n \n\n\n \n Ho, Q. H.; Becker, T.; Kraske, B.; Laouar, Z.; Feather, M. S.; Rossi, F.; Lahijanian, M.; and Sunberg, Z. N.\n\n\n \n\n\n\n In
The 40th Conference on Uncertainty in Artificial Intelligence, 2024. \n
(Poster + Oral track).\n\n
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@inproceedings{\n ho2024recursivelyconstrained,\n title={Recursively-Constrained Markov Decision Processes},\n author={Qi Heng Ho and Tyler Becker and Benjamin Kraske and Zakariya Laouar and Martin S. Feather and Federico Rossi and Morteza Lahijanian and Zachary N. Sunberg},\n booktitle={The 40th Conference on Uncertainty in Artificial Intelligence},\n author+an={8=zach;1=student;2=student;3=student;4=student},\n year={2024},\n url={https://arxiv.org/abs/2310.09688},\n note={(Poster + Oral track).},\n annotation={journal-equivalent}\n}\n\n
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\n\n \n \n \n \n \n \n Sound Heuristic Search Value Iteration for Undiscounted POMDPs with Reachability Objectives.\n \n \n \n \n\n\n \n Ho, Q. H.; Feather, M. S.; Rossi, F.; Sunberg, Z. N.; and Lahijanian, M.\n\n\n \n\n\n\n In
The 40th Conference on Uncertainty in Artificial Intelligence, 2024. \n
(Poster track)\n\n
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Paper\n \n \n\n \n\n \n link\n \n \n\n bibtex\n \n\n \n\n \n \n \n 1 download\n \n \n\n \n \n \n \n \n \n \n\n \n \n \n\n\n\n
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@inproceedings{ho2024sound,\n title={Sound Heuristic Search Value Iteration for Undiscounted {POMDP}s with Reachability Objectives},\n author={Qi Heng Ho and Martin S. Feather and Federico Rossi and Zachary N. Sunberg and Morteza Lahijanian},\n author+an={4=zach;1=student},\n booktitle={The 40th Conference on Uncertainty in Artificial Intelligence},\n year={2024},\n url={https://arxiv.org/abs/2406.02871},\n note={(Poster track)},\n annotation={journal-equivalent}\n}\n\n
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\n\n \n \n \n \n \n \n Leveraging Counterfactual Paths for Contrastive Explanations of POMDP Policies.\n \n \n \n \n\n\n \n Kraske, B.; Laouar, Z.; and Sunberg, Z.\n\n\n \n\n\n\n In
HRI ’24: Explainability for Human-Robot Collaboration (X-HRI) Workshop, 2024. \n
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Paper\n \n \n\n \n\n \n link\n \n \n\n bibtex\n \n\n \n\n \n \n \n 1 download\n \n \n\n \n \n \n \n \n \n \n\n \n \n \n\n\n\n
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@inproceedings{kraske2024leveraging,\n title={Leveraging Counterfactual Paths for Contrastive Explanations of POMDP Policies},\n author={Benjamin Kraske and Zakariya Laouar and Zachary Sunberg},\n author+an={3=zach;1=student,2=student},\n booktitle={HRI ’24: Explainability for Human-Robot Collaboration (X-HRI) Workshop},\n year={2024},\n url={https://arxiv.org/abs/2403.19760}\n}\n\n\n
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\n\n \n \n \n \n \n Human-Centered Autonomy for Autonomous sUAS Target Search.\n \n \n \n\n\n \n Ray*, H. M; Laouar*, Z.; Sunberg, Z. N.; and Ahmed, N.\n\n\n \n\n\n\n In
IEEE International Conference on Robotics and Automation (ICRA), 2024. \n
(* equal contribution)\n\n
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@inproceedings{ray2024human,\n title={Human-Centered Autonomy for Autonomous sUAS Target Search},\n author={Hunter M Ray* and Zakariya Laouar* and Zachary N. Sunberg and Nisar Ahmed},\n year={2024},\n author+an={3=zach;2=student},\n note={(* equal contribution)},\n booktitle={IEEE International Conference on Robotics and Automation (ICRA)},\n doi={10.48550/arXiv.2309.06395}\n}\n\n
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\n\n \n \n \n \n \n \n Sampling-based Reactive Synthesis for Nondeterministic Hybrid Systems.\n \n \n \n \n\n\n \n Ho, Q. H.; Sunberg, Z. N.; and Lahijanian, M.\n\n\n \n\n\n\n
Robotics and Automation Letters (RA-L), 9(2). 2024.\n
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@article{ho2024samplingbased,\n title={Sampling-based Reactive Synthesis for Nondeterministic Hybrid Systems}, \n author={Qi Heng Ho and Zachary N. Sunberg and Morteza Lahijanian},\n year={2024},\n author+an={2=zach;1=student},\n journal={Robotics and Automation Letters (RA-L)},\n url={https://arxiv.org/abs/2304.06876},\n doi={10.1109/LRA.2023.3340029},\n volume={9},\n number={2}\n}\n\n
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\n\n \n \n \n \n \n Cieran: Designing Sequential Colormaps with a Teachable Robot.\n \n \n \n\n\n \n Hong, M.; Sunberg, Z.; and Szafir, D.\n\n\n \n\n\n\n In
Human Factors in Computing Systems (CHI), 2024. \n
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@inproceedings{hong2024cieran,\n author={Matt-Heun Hong and Zachary Sunberg and Danielle Szafir},\n author+an={2=zach},\n title={Cieran: Designing Sequential Colormaps with a Teachable Robot},\n booktitle={Human Factors in Computing Systems (CHI)},\n year={2024},\n annotation={journal-equivalent},\n doi={10.1145/3613904.3642903}\n}\n\n
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\n \n 2023\n \n \n (5)\n \n \n
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\n\n \n \n \n \n \n \n Compositional Learning-based Planning for Vision POMDPs.\n \n \n \n \n\n\n \n Deglurkar, S.; Lim, M. H.; Tucker, J.; Sunberg, Z. N.; Faust, A.; and Tomlin, C. J.\n\n\n \n\n\n\n In
Learning for Dynamics & Control (L4DC), 2023. \n
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@inproceedings{deglurkar2023compositional,\n author={Sampada Deglurkar and Michael H. Lim and Johnathan Tucker and Zachary N. Sunberg and Aleksandra Faust and Claire J. Tomlin},\n author+an={4=zach;2=student;3=student},\n title={Compositional Learning-based Planning for Vision {POMDP}s},\n booktitle={Learning for Dynamics \\& Control (L4DC)},\n year={2023},\n url={https://arxiv.org/abs/2112.09456},\n doi={10.48550/arXiv.2112.09456}\n}\n\n
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\n\n \n \n \n \n \n \n Planning with SiMBA: Motion Planning under Uncertainty for Temporal Goals using Simplified Belief Guides.\n \n \n \n \n\n\n \n Ho, Q. H.; Sunberg, Z. N.; and Lahijanian, M.\n\n\n \n\n\n\n In
IEEE International Conference on Robotics and Automation (ICRA), London, England, UK, 5 2023. \n
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@inproceedings{ho2023simba,\n url = {https://arxiv.org/abs/2210.10202},\n author = {Ho, Qi Heng and Sunberg, Zachary N. and Lahijanian, Morteza},\n author+an={2=zach;1=student},\n title = {Planning with SiMBA: Motion Planning under Uncertainty for Temporal Goals using Simplified Belief Guides},\n booktitle={IEEE International Conference on Robotics and Automation (ICRA)},\n year={2023},\n address= {London, England, UK},\n month= {5},\n doi={10.1109/ICRA48891.2023.10160897}\n}\n\n
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\n\n \n \n \n \n \n \n Optimality Guarantees for Particle Belief Approximation of POMDPs.\n \n \n \n \n\n\n \n Lim, M. H.; Becker, T. J.; Kochenderfer, M. J.; Tomlin, C. J.; and Sunberg, Z. N.\n\n\n \n\n\n\n
Journal of Aritificial Intelligence Research, 77. 2023.\n
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@article{lim2023optimality,\n author={Lim, Michael H. and Becker, Tyler J. and Kochenderfer, Mykel J. and Tomlin, Claire J. and Sunberg, Zachary N.},\n author+an = {1=student;2=student;5=zach},\n title={Optimality Guarantees for Particle Belief Approximation of {POMDP}s},\n journal={Journal of Aritificial Intelligence Research},\n year={2023},\n url={https://www.jair.org/index.php/jair/article/view/14525},\n doi={10.1613/jair.1.14525},\n volume={77},\n}\n\n
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\n\n \n \n \n \n \n \n Explanation through Reward Model Reconciliation using POMDP Tree Search.\n \n \n \n \n\n\n \n Kraske, B. D.; Saksena, A.; Buczak, A. L.; and Sunberg, Z.\n\n\n \n\n\n\n In
IEEE International Conference on Assured Autonomy (ICAA), 2023. \n
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@InProceedings{kraske2023explanation,\n title={Explanation through Reward Model Reconciliation using POMDP Tree Search},\n author={Benjamin D. Kraske and Anshu Saksena and Anna L. Buczak and Zachary Sunberg},\n author+an={4=zach;1=student},\n booktitle={IEEE International Conference on Assured Autonomy (ICAA)},\n year={2023},\n url={https://ieeexplore.ieee.org/abstract/document/10207677},\n doi={10.1109/ICAA58325.2023.00027}\n}\n\n
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\n\n \n \n \n \n \n \n Navigation between initial and desired community states using shortcuts.\n \n \n \n \n\n\n \n Blonder, B. W.; Lim, M. H.; Sunberg, Z.; and Tomlin, C.\n\n\n \n\n\n\n
Ecology Letters, 26(4). 2023.\n
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@article{blonder2023navigation,\n author={Benjamin W. Blonder and Michael H. Lim and Zachary Sunberg and Claire Tomlin},\n author+an={2=student;3=zach},\n title={Navigation between initial and desired community states using shortcuts},\n journal={Ecology Letters},\n year={2023},\n url={https://arxiv.org/abs/2204.07629},\n doi={10.1111/ele.14171},\n volume={26},\n number={4}\n}\n\n
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\n \n 2022\n \n \n (7)\n \n \n
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\n\n \n \n \n \n \n \n Improving Automated Driving through Planning with Human Internal States.\n \n \n \n \n\n\n \n Sunberg, Z.; and Kochenderfer, M.\n\n\n \n\n\n\n
IEEE Transactions on Intelligent Transportation Systems, 23(11). 2022.\n
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@article{sunberg2022improving,\n author={Sunberg, Zachary and Kochenderfer, Mykel},\n author+an={1=zach},\n title={Improving Automated Driving through Planning with Human Internal States},\n journal={{IEEE} Transactions on Intelligent Transportation Systems},\n url={https://arxiv.org/abs/2005.14549},\n doi={10.1109/TITS.2022.3182687},\n volume={23},\n number={11},\n year={2022}\n}\n\n
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\n\n \n \n \n \n \n \n Adaptive Stress Testing Applied To Space Domain Awareness Systems.\n \n \n \n \n\n\n \n Tucker, J.; Wagner, J.; and Sunberg, Z.\n\n\n \n\n\n\n In
Advanced Maui Optical and Space Surveillance Technologies (AMOS), 2022. \n
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@InProceedings{tucker2022adaptive,\n title={Adaptive Stress Testing Applied To Space Domain Awareness Systems},\n author={Johnathan Tucker and Jackson Wagner and Zachary Sunberg},\n author+an={3=zach;1=student;2=student},\n booktitle={Advanced Maui Optical and Space Surveillance Technologies (AMOS)},\n url={https://amostech.com/TechnicalPapers/2022/Machine-Learning-for-SSA-Applications/Tucker.pdf},\n year={2022},\n annotation={abstract-review}\n}\n\n
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\n\n \n \n \n \n \n \n Imperfect Information Games and Counterfactual Regret Minimization in Space Domain Awareness.\n \n \n \n \n\n\n \n Becker, T.; and Sunberg, Z.\n\n\n \n\n\n\n In
Advanced Maui Optical and Space Surveillance Technologies (AMOS), 2022. \n
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@InProceedings{becker2022imperfect,\n title={Imperfect Information Games and Counterfactual Regret Minimization in Space Domain Awareness},\n author={Tyler Becker and Zachary Sunberg},\n author+an={1=student;2=zach},\n booktitle={Advanced Maui Optical and Space Surveillance Technologies (AMOS)},\n url={https://amostech.com/TechnicalPapers/2022/Poster/Becker.pdf},\n year={2022},\n annotation={abstract-review}\n}\n\n
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\n\n \n \n \n \n \n \n Automaton-Guided Control Synthesis for Signal Temporal Logic Specifications.\n \n \n \n \n\n\n \n Ho, Q. H.; Ilyes, R. B.; Sunberg, Z.; and Lahijanian, M.\n\n\n \n\n\n\n In
IEEE Conference on Decision and Control (CDC), 2022. \n
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@inproceedings{ho2022automaton,\n title={Automaton-Guided Control Synthesis for Signal Temporal Logic Specifications},\n author={Qi Heng Ho and Roland B. Ilyes and Zachary Sunberg and Morteza Lahijanian},\n author+an={3=zach;1=student},\n booktitle={{IEEE} Conference on Decision and Control (CDC)},\n url={https://arxiv.org/abs/2207.03662},\n doi={10.1109/CDC51059.2022.9993090},\n year={2022},\n}\n\n
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\n\n \n \n \n \n \n \n Intention-Aware Navigation in Crowds with Extended-Space POMDP Planning.\n \n \n \n \n\n\n \n Gupta, H.; Hayes, B.; and Sunberg, Z.\n\n\n \n\n\n\n In
Autonomous Agents and Multi-Agent Systems (AAMAS), 2022. \n
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@inproceedings{gupta2022intention,\n author={Himanshu Gupta and Bradley Hayes and Zachary Sunberg},\n title={Intention-Aware Navigation in Crowds with Extended-Space {POMDP} Planning},\n booktitle={Autonomous Agents and Multi-Agent Systems (AAMAS)},\n annotation={journal-equivalent},\n author+an={3=zach;1=student},\n year={2022},\n oldnote={\\textbf{(Highly Selective Conference)}},\n url={https://arxiv.org/pdf/2206.10028.pdf},\n doi={10.48550/arXiv.2206.10028}\n}\n\n
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\n\n \n \n \n \n \n Gaussian Belief Trees for Chance Constrained Asymptotically Optimal Motion Planning.\n \n \n \n\n\n \n Ho, Q. H.; Sunberg, Z. N.; and Lahijanian, M.\n\n\n \n\n\n\n In
IEEE International Conference on Robotics and Automation (ICRA), pages 11029-11035, 2022. \n
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@inproceedings{ho2022gaussian,\n author={Ho, Qi Heng and Sunberg, Zachary N. and Lahijanian, Morteza},\n author+an={1=student;2=zach},\n booktitle={IEEE International Conference on Robotics and Automation (ICRA)}, \n title={Gaussian Belief Trees for Chance Constrained Asymptotically Optimal Motion Planning}, \n year={2022},\n pages={11029-11035},\n doi={10.1109/ICRA46639.2022.9812343}\n}\n\n
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\n\n \n \n \n \n \n User Preference Elicitation for Unmanned Aircraft System Collaborative Search.\n \n \n \n\n\n \n Ray, H. M.; Conlon, N.; Sunberg, Z.; and Ahmed, N. R.\n\n\n \n\n\n\n In
AIAA SCITECH Forum, pages 2343, 2022. \n
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@inproceedings{ray2022user,\n title={User Preference Elicitation for Unmanned Aircraft System Collaborative Search},\n author={Ray, Hunter M. and Conlon, Nicholas and Sunberg, Zachary and Ahmed, Nisar R.},\n author+an={3=zach},\n booktitle={AIAA SCITECH Forum},\n pages={2343},\n year={2022},\n annotation={abstract-review},\n doi={10.2514/6.2022-2343}\n}\n\n
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\n \n 2021\n \n \n (5)\n \n \n
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\n\n \n \n \n \n \n \n Voronoi Progressive Widening: Efficient Online Solvers for Continuous Space MDPs and POMDPs with Provably Optimal Components.\n \n \n \n \n\n\n \n Lim, M. H.; Tomlin, C. J.; and Sunberg, Z. N.\n\n\n \n\n\n\n In
Conference on Decision and Control (CDC), 2021. \n
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@inproceedings{lim2021voronoi,\n title={Voronoi Progressive Widening: Efficient Online Solvers for Continuous Space {MDP}s and {POMDP}s with Provably Optimal Components}, \n author={Michael H. Lim and Claire J. Tomlin and Zachary N. Sunberg},\n author+an={1=student;3=zach},\n year={2021},\n booktitle={Conference on Decision and Control (CDC)},\n url={https://arxiv.org/abs/2012.10140},\n doi={10.1109/CDC45484.2021.9683490}\n}\n\n
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\n\n \n \n \n \n \n \n Fair Senior Capstone Project Teaming based on Skills, Preferences, and Friend Groups.\n \n \n \n \n\n\n \n Sunberg, Z. N.; Wingate, K. A.; and Buri, L.\n\n\n \n\n\n\n In
ASEE Annual Conference, 2021. \n
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@inproceedings{sunberg2021fair,\n title={Fair Senior Capstone Project Teaming based on Skills, Preferences, and Friend Groups},\n author={Sunberg, Zachary Nolan and Wingate, Kathryn Anne and Buri, Lara},\n booktitle={{ASEE} Annual Conference},\n author+an={1=zach},\n year={2021},\n url={https://peer.asee.org/37187},\n doi={10.18260/1-2--37187}\n}\n\n
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\n\n \n \n \n \n \n End-to-End Probabilistic Depth Perception and 3D Obstacle Avoidance using POMDP.\n \n \n \n\n\n \n Ahmad, S.; Sunberg, Z. N.; and Humbert, J. S.\n\n\n \n\n\n\n
Journal of Intelligent & Robotic Systems, 103(2): 1–18. 2021.\n
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@article{ahmad2021end,\n title={End-to-End Probabilistic Depth Perception and {3D} Obstacle Avoidance using {POMDP}},\n author={Ahmad, Shakeeb and Sunberg, Zachary N. and Humbert, J. Sean},\n author+an={2=zach},\n journal={Journal of Intelligent \\& Robotic Systems},\n volume={103},\n number={2},\n pages={1--18},\n year={2021},\n publisher={Springer},\n doi={10.1007/s10846-021-01489-w}\n}\n\n
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\n\n \n \n \n \n \n APF-PF: Probabilistic Depth Perception for 3D Reactive Obstacle Avoidance.\n \n \n \n\n\n \n Ahmad, S. G.; Sunberg, Z.; and Humbert, S.\n\n\n \n\n\n\n In
American Control Conference (ACC), 2021. \n
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@inproceedings{ahmad2021probabilistic,\n author={Ahmad, Shakeeb G. and Sunberg, Zachary and Humbert, Sean},\n author+an={2=zach},\n title={{APF-PF}: Probabilistic Depth Perception for {3D} Reactive Obstacle Avoidance},\n doi={10.23919/ACC50511.2021.9482894},\n year={2021},\n booktitle={American Control Conference (ACC)}\n}\n\n
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\n\n \n \n \n \n \n Bayesian Optimized Monte Carlo Planning.\n \n \n \n\n\n \n Mern, J.; Yildiz, A.; Sunberg, Z.; Mukerji, T.; and Kochenderfer, M. J.\n\n\n \n\n\n\n In
AAAI Conference on Artificial Intelligence (AAAI), 2021. \n
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@inproceedings{mern2021bayesian,\n title={Bayesian Optimized {M}onte {C}arlo Planning}, \n author={John Mern and Anil Yildiz and Zachary Sunberg and Tapan Mukerji and Mykel J. Kochenderfer},\n author+an={3=zach},\n year={2021},\n oldnote={\\textbf{(Highly Selective Conference)}},\n booktitle={AAAI Conference on Artificial Intelligence (AAAI)},\n doi={10.1609/aaai.v35i13.17411},\n annotation={journal-equivalent}\n}\n\n
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\n \n 2020\n \n \n (3)\n \n \n
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\n\n \n \n \n \n \n \n Inference-Based Strategy Alignment for General-Sum Differential Games.\n \n \n \n \n\n\n \n Peters, L.; Fridovich-Keil, D.; Tomlin, C.; and Sunberg, Z.\n\n\n \n\n\n\n In
International Conference on Autonomous Agents and Multiagent Systems (AAMAS), 2020. \n
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paper\n \n \n\n \n \n doi\n \n \n\n \n link\n \n \n\n bibtex\n \n\n \n\n \n \n \n 14 downloads\n \n \n\n \n \n \n \n \n \n \n\n \n \n \n\n\n\n
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@inproceedings{peters2020alignment,\n author={Lasse Peters and David Fridovich-Keil and Claire Tomlin and Zachary Sunberg},\n author+an={4=zach;1=student},\n title={Inference-Based Strategy Alignment for General-Sum Differential Games},\n booktitle={International Conference on Autonomous Agents and Multiagent Systems (AAMAS)},\n year={2020},\n oldnote={\\textbf{(Highly Selective Conference)}},\n url={https://arxiv.org/abs/2002.04354},\n doi={10.48550/arXiv.2002.04354},\n url_Paper={https://arxiv.org/pdf/2002.04354.pdf},\n annotation={journal-equivalent}\n}\n\n
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\n\n \n \n \n \n \n \n Sparse Tree Search Optimality Guarantees in POMDPs with Continuous Observation Spaces.\n \n \n \n \n\n\n \n Lim, M. H.; Tomlin, C. J.; and Sunberg, Z. N.\n\n\n \n\n\n\n In
International Joint Conference on Artificial Intelligence (IJCAI), 2020. \n
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@inproceedings{lim2020sparse,\n author={Michael H. Lim and Claire J. Tomlin and Zachary N. Sunberg},\n author+an={1=student;3=zach},\n title={Sparse Tree Search Optimality Guarantees in {POMDP}s with Continuous Observation Spaces},\n booktitle={International Joint Conference on Artificial Intelligence (IJCAI)},\n year={2020},\n url_Paper={https://arxiv.org/pdf/1910.04332.pdf},\n doi={10.24963/ijcai.2020/572},\n odlnote={\\textbf{(Highly Selective Conference)}},\n annotation={journal-equivalent}\n}\n \n
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\n\n \n \n \n \n \n \n Estimation and Control Using Sampling-Based Bayesian Reinforcement Learning.\n \n \n \n \n\n\n \n Slade, P.; Sunberg, Z.; and Kochenderfer, M. J.\n\n\n \n\n\n\n
IET Cyber-Physical Systems: Theory and Applications, 5. 2020.\n
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@article{slade2020estimation,\n author={Patrick Slade and Zachary Sunberg and Mykel J. Kochenderfer},\n author+an={2=zach},\n title={Estimation and Control Using Sampling-Based {B}ayesian Reinforcement Learning},\n journal={{IET} Cyber-Physical Systems: Theory and Applications},\n year={2020},\n volume={5},\n issue={1},\n doi={10.1049/iet-cps.2019.0045},\n url={https://digital-library.theiet.org/content/journals/10.1049/iet-cps.2019.0045}\n}\n\n
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\n \n 2018\n \n \n (2)\n \n \n
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\n\n \n \n \n \n \n Exploiting Hierarchy for Scalable Decision Making in Autonomous Driving.\n \n \n \n\n\n \n Sonu, E.; Sunberg, Z.; and Kochenderfer, M. J.\n\n\n \n\n\n\n In
Intelligent Vehicles Symposium, Changshu, 2018. \n
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@inproceedings{sonu2018hierarchy,\n title={Exploiting Hierarchy for Scalable Decision Making in Autonomous Driving},\n author={Sonu, Ekhlas and Sunberg, Zachary and Kochenderfer, Mykel J.},\n author+an={2=zach},\n booktitle={Intelligent Vehicles Symposium},\n year={2018},\n doi={10.1109/IVS.2018.8500681},\n address={Changshu}\n}\n\n
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\n\n \n \n \n \n \n \n Online Algorithms for POMDPs with Continuous State, Action, and Observation Spaces.\n \n \n \n \n\n\n \n Sunberg, Z. N.; and Kochenderfer, M. J.\n\n\n \n\n\n\n In
International Conference on Automated Planning and Scheduling (ICAPS), Delft, 2018. \n
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@inproceedings{sunberg2018pomcpow,\n title={Online Algorithms for {POMDP}s with Continuous State, Action, and Observation Spaces},\n author={Sunberg, Zachary N. and Kochenderfer, Mykel J.},\n author+an={1=zach},\n booktitle={International Conference on Automated Planning and Scheduling (ICAPS)},\n year={2018},\n address={Delft},\n odlnote={\\textbf{(Highly Selective Conference)}},\n url={https://arxiv.org/abs/1709.06196},\n doi={10.1609/icaps.v28i1.13882},\n url_Paper={https://arxiv.org/pdf/1709.06196.pdf},\n annotation={journal-equivalent}\n}\n\n\n
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\n \n 2017\n \n \n (3)\n \n \n
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\n\n \n \n \n \n \n \n The Value of Inferring the Internal State of Traffic Participants for Autonomous Freeway Driving.\n \n \n \n \n\n\n \n Sunberg, Z. N.; Ho, C. J.; and Kochenderfer, M. J.\n\n\n \n\n\n\n In
American Control Conference (ACC), Seattle, 2017. \n
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@inproceedings{sunberg2017value,\n title={The Value of Inferring the Internal State of Traffic Participants for Autonomous Freeway Driving},\n author={Sunberg, Zachary N. and Ho, Christopher J. and Kochenderfer, Mykel J.},\n author+an={1=zach},\n booktitle={American Control Conference (ACC)},\n address={Seattle},\n url={https://arxiv.org/abs/1702.00858},\n doi = {10.23919/ACC.2017.7963408},\n url_Paper={https://arxiv.org/pdf/1702.00858.pdf},\n year={2017}\n}\n\n
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\n\n \n \n \n \n \n \n POMDPs.jl: A Framework for Sequential Decision Making under Uncertainty.\n \n \n \n \n\n\n \n Egorov, M.; Sunberg, Z. N.; Balaban, E.; Wheeler, T. A.; Gupta, J. K.; and Kochenderfer, M. J.\n\n\n \n\n\n\n
Journal of Machine Learning Research, 18(26): 1–5. 2017.\n
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@article{egorov2017pomdps,\n author = {Maxim Egorov and Zachary N. Sunberg and Edward Balaban and Tim A. Wheeler and Jayesh K. Gupta and Mykel J. Kochenderfer},\n author+an={2=zach},\n title = {{POMDPs.jl}: A Framework for Sequential Decision Making under Uncertainty},\n journal = {Journal of Machine Learning Research},\n year = {2017},\n volume = {18},\n number = {26},\n pages = {1--5},\n url = {http://jmlr.org/papers/v18/16-300.html},\n url_Paper = {http://jmlr.org/papers/volume18/16-300/16-300.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n Simultaneous Active Parameter Estimation and Control using Sampling-based Bayesian Reinforcement Learning.\n \n \n \n \n\n\n \n Slade, P.; Culbertson, P.; Sunberg, Z.; and Kochenderfer, M. J.\n\n\n \n\n\n\n In
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2017. \n
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@inproceedings{slade2017simultaneous,\n author = {Patrick Slade and Preston Culbertson and Zachary Sunberg and Mykel J. Kochenderfer},\n author+an={3=zach},\n title = {Simultaneous Active Parameter Estimation and Control using Sampling-based {B}ayesian Reinforcement Learning},\n booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},\n url = {https://arxiv.org/abs/1707.09055},\n doi = {10.1109/IROS.2017.8202242},\n url_Paper = {https://arxiv.org/pdf/1707.09055.pdf},\n year = {2017}\n}\n\n
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\n \n 2016\n \n \n (2)\n \n \n
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\n\n \n \n \n \n \n \n Optimized and Trusted Collision Avoidance for Unmanned Aerial Vehicles using Approximate Dynamic Programming.\n \n \n \n \n\n\n \n Sunberg, Z.; Kochenderfer, M. J.; and Pavone, M.\n\n\n \n\n\n\n In
IEEE International Conference on Robotics and Automation (ICRA), Stockholm, 2016. \n
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@inproceedings{sunberg2016trusted,\n title={Optimized and Trusted Collision Avoidance for Unmanned Aerial Vehicles using Approximate Dynamic Programming},\n author={Sunberg, Zachary and Kochenderfer, Mykel J. and Pavone, Marco},\n author+an={1=zach},\n booktitle={IEEE International Conference on Robotics and Automation (ICRA)},\n address={Stockholm},\n url={https://arxiv.org/abs/1602.04762},\n doi ={10.1109/ICRA.2016.7487280},\n url_Paper={https://arxiv.org/pdf/1602.04762.pdf},\n year={2016}\n}\n\n
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\n\n \n \n \n \n \n \n A Real-Time Expert Control System For Helicopter Autorotation.\n \n \n \n \n\n\n \n Sunberg, Z. N.; Miller, N. R.; and Rogers, J. D.\n\n\n \n\n\n\n
Journal of the American Helicopter Society, 60(2): 1-15. 2015.\n
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@article{sunberg2015real,\n title = "A Real-Time Expert Control System For Helicopter Autorotation",\n author = "Sunberg, Zachary N. and Miller, Nathaniel R. and Rogers, Jonathan D.",\n author+an={1=zach},\n journal = "Journal of the American Helicopter Society",\n parent_itemid = "infobike://ahs/jahs",\n publishercode ="ahs",\n year = "2015",\n volume = "60",\n number = "2",\n pages = "1-15",\n itemtype = "ARTICLE",\n issn = "2161-6027",\n url = "http://www.ingentaconnect.com/content/ahs/jahs/2015/00000060/00000002/art00008",\n url_Paper = "http://www.ingentaconnect.com/content/ahs/jahs/2015/00000060/00000002/art00008",\n doi = "10.4050/JAHS.60.022008"\n}\n\n
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\n \n 2014\n \n \n (2)\n \n \n
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\n\n \n \n \n \n \n A Real Time Expert Control System for Helicopter Autorotation.\n \n \n \n\n\n \n Sunberg, Z.; Miller, N.; and Rogers, J.\n\n\n \n\n\n\n In
70th Forum of the American Helicopter Society, Montreal, 2014. \n
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@inproceedings{sunberg2014real,\n author={Sunberg, Zachary and Miller, Nathaniel and Rogers, Jonathan},\n author+an={1=zach},\n title={A Real Time Expert Control System for Helicopter Autorotation},\n booktitle={70th Forum of the American Helicopter Society},\n year={2014},\n address={Montreal}\n}\n
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\n \n 2013\n \n \n (3)\n \n \n
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\n\n \n \n \n \n \n A Fuzzy Logic-Based Controller for Helicopter Autorotation.\n \n \n \n\n\n \n Sunberg, Z.; and Rogers, J.\n\n\n \n\n\n\n In
AIAA Aerospace Sciences Meeting, Grapevine, 2013. \n
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@inproceedings{sunberg2013fuzzy,\n title={A Fuzzy Logic-Based Controller for Helicopter Autorotation},\n author={Sunberg, Zachary and Rogers, Jonathan},\n author+an={1=zach},\n booktitle={{AIAA} Aerospace Sciences Meeting},\n year={2013},\n address={Grapevine},\n doi={10.2514/6.2013-1150},\n annotation={abstract-review}\n}\n\n
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\n\n \n \n \n \n \n \n A Belief Function Distance Metric for Orderable Sets.\n \n \n \n \n\n\n \n Sunberg, Z.; and Rogers, J.\n\n\n \n\n\n\n
Information Fusion, 14(4): 361–373. 2013.\n
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@article{sunberg2013belief,\n title = "A Belief Function Distance Metric for Orderable Sets",\n journal = "Information Fusion",\n volume = "14",\n number = "4",\n pages = "361--373",\n year = "2013",\n issn = "1566-2535",\n doi = "10.1016/J.INFFUS.2013.03.003",\n url = "http://www.sciencedirect.com/science/article/pii/S1566253513000304",\n url_Paper = "http://www.sciencedirect.com/science/article/pii/S1566253513000304/pdfft?md5=b4701c23b87462d24371ae30b4518240&pid=1-s2.0-S1566253513000304-main.pdf",\n author = "Zachary Sunberg and Jonathan Rogers",\n author+an={1=zach},\n keywords = "Dempster–Shafer theory, Distance metric, Orderable sets, Sensor fault detection"\n}\n\n
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