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  2020 (7)
Exploring Context-Free Languages via Planning: The Case for Automating Machine Learning. Katz, M.; Ram, P.; Sohrabi, S.; and Udrea, O. In Proceedings of the 30th International Conference on Automated Planning and Scheduling (ICAPS), pages 403-411, 2020.
Exploring Context-Free Languages via Planning: The Case for Automating Machine Learning [link]Paper   bibtex   2 downloads  
Epistemic Plan Recognition. Shvo, M.; Klassen, T. Q.; Sohrabi, S.; and McIlraith, S. A. In Proceedings of the 19th International Conference on Autonomous Agents and Multiagent Systems (AAMAS), pages 1251-1259, 2020.
Epistemic Plan Recognition [link]Paper   bibtex   47 downloads  
Proceedings of the Thirtieth International Conference on Automated Planning and Scheduling (ICAPS). Beck, J. C.; Buffet, O.; Hoffmann, J.; Karpas, E.; and Sohrabi, S., editors. AAAI Press. 2020.
Proceedings of the Thirtieth International Conference on Automated Planning and Scheduling (ICAPS) [link]Paper   bibtex  
Interactive Planning-Based Hypothesis Generation with LTS+ +. Sohrabi, S.; Udrea, O.; Riabov, A.; and Hassanzadeh, O. In Knowledge Engineering Tools and Techniques for AI Planning, pages 189-207. 2020.
Interactive Planning-Based Hypothesis Generation with LTS+ + [link]Paper   bibtex   1 download  
Reshaping Diverse Planning. Katz, M.; and Sohrabi, S. In Proceedings of the 34th Conference on Artificial Intelligence (AAAI-20), 2020.
Reshaping Diverse Planning [pdf]Paper   bibtex   1 download  
Top-Quality Planning: Finding Practically Useful Sets of Best Plans. Katz, M.; Sohrabi, S.; and Udrea, O. In Proceedings of the 34th Conference on Artificial Intelligence (AAAI-20), 2020.
Top-Quality Planning: Finding Practically Useful Sets of Best Plans [pdf]Paper   bibtex   1 download  
Causal Knowledge Extraction Through Large-Scale Text Mining. Hassanzadeh, O.; Bhattacharjya, D.; Feblowitz, M.; Srinivas, K.; Perrone, M.; Sohrabi, S.; and Katz, M. In Proceedings of the Demonstration Track at the 34th Conference on Artificial Intelligence (AAAI-20), 2020.
Causal Knowledge Extraction Through Large-Scale Text Mining [link]Paper   bibtex   1 download  
  2019 (5)
Answering Binary Causal Questions Through Large-Scale Text Mining: An Evaluation Using Cause-Effect Pairs from Human Experts. Hassanzadeh, O.; Bhattacharjya, D.; Feblowitz, M.; Srinivas, K.; Perrone, M.; Sohrabi, S.; and Katz, M. In Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI-19), 2019.
Answering Binary Causal Questions Through Large-Scale Text Mining: An Evaluation Using Cause-Effect Pairs from Human Experts [pdf]Paper   bibtex  
AI Planning for Enterprise: Putting Theory Into Practice. Sohrabi, S. In Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI-19), 2019.
AI Planning for Enterprise: Putting Theory Into Practice [pdf]Paper   bibtex   1 download  
Towards Automated Planning for Enterprise Services: Opportunities and Challenges. Vukovic, M.; Gerard, S.; Hull, R.; Katz, M.; Shwartz, L.; Sohrabi, S.; Muise, C.; Rofrano, J.; Kalia, A.; Hwang, J.; Yabin, D.; Jie, M.; and Zhuoxuan, J. Service-Oriented Computing,64-68. 2019.
Towards Automated Planning for Enterprise Services: Opportunities and Challenges [link]Paper   bibtex   1 download  
IBM Scenario Planning Advisor: Plan recognition as AI planning in practice. Sohrabi, S.; Katz, M.; Hassanzadeh, O.; Udrea, O.; Feblowitz, M. D.; and Riabov, A. AI Commun., 32(1): 1-13. 2019.
IBM Scenario Planning Advisor: Plan recognition as AI planning in practice [link]Paper   bibtex   2 downloads  
Deep Learning for Cost-Optimal Planning: Task-Dependent Planner Selection. Sievers, S.; Katz, M.; Sohrabi, S.; Samulowitz, H.; and Ferber, P. In Proceedings of the 33rd Conference on Artificial Intelligence (AAAI-19), 2019.
Deep Learning for Cost-Optimal Planning: Task-Dependent Planner Selection [pdf]Paper   bibtex  
  2018 (7)
Delfi: Online planner selection for cost-optimal planning. Katz, M.; Sohrabi, S.; Samulowitz, H.; and Sievers, S. In Ninth International Planning Competition (IPC-9), pages 55-62, 2018. Won first place in the optimal track.
Delfi: Online planner selection for cost-optimal planning [pdf]Paper   bibtex  
Investigation Planning in Data Analysis. Lee, I.; Sohrabi, S.; Riabov, A.; and Udrea, O. In Proceedings of the 6th Goal Reasoning Workshop at IJCAI, 2018.
Investigation Planning in Data Analysis [pdf]Paper   bibtex  
An AI Planning-Based Approach to the Multi-Agent Plan Recognition Problem. Shvo, M.; Sohrabi, S.; and McIlraith, S. A. In Proceedings of the 31st Canadian Conference on Artificial Intelligence (CCAI), pages 253-258, 2018.
An AI Planning-Based Approach to the Multi-Agent Plan Recognition Problem [pdf]Paper   bibtex   5 downloads  
A Novel Iterative Approach to Top-k Planning. Katz, M.; Sohrabi, S.; Udrea, O.; and Winterer, D. In Proceedings of the 28th International Conference on Automated Planning and Scheduling (ICAPS), pages 132-140, 2018.
A Novel Iterative Approach to Top-k Planning [link]Paper   bibtex  
IBM Scenario Planning Advisor: Plan Recognition as AI Planning in Practice. Sohrabi, S.; Katz, M.; Hassanzadeh, O.; Udrea, O.; and Feblowitz, M. D. In Proceedings of Demonstration Track at the the 27th International Joint Conference on Artificial Intelligence (IJCAI-18), 2018. Won runner-up award
IBM Scenario Planning Advisor: Plan Recognition as AI Planning in Practice [pdf]Paper   bibtex   2 downloads  
GraphBAD: A general technique for anomaly detection in security information and event management. Parkinson, S.; Vallati, M.; Crampton, A.; and Sohrabi, S. Concurrency and Computation: Practice and Experience, 0(0): e4433. 2018.
GraphBAD: A general technique for anomaly detection in security information and event management [link]Paper   doi   bibtex  
An AI Planning Solution to Scenario Generation for Enterprise Risk Management. Sohrabi, S.; Riabov, A.; Katz, M.; and Udrea, O. In Proceedings of the 32nd Conference on Artificial Intelligence (AAAI-18), 2018.
An AI Planning Solution to Scenario Generation for Enterprise Risk Management [pdf]Paper   bibtex   2 downloads  
  2017 (6)
Using Lightweight Semantic Models to Assist Risk Management in a Large Enterprise. Sohrabi, S.; Riabov, A.; Udrea, O.; and Yuan, F. In Proceedings of the 16th International Semantic Web Conference - Industry Track (ISWC-17), 2017.
Using Lightweight Semantic Models to Assist Risk Management in a Large Enterprise [pdf]Paper   bibtex  
Extracting Incomplete Planning Action Models from Unstructured Social Media Data to Support Decision Making. Manikonda, L.; Sohrabi, S.; Talamadupula, K.; Srivastava, B.; and Kambhampati, S. In Proceedings of the Automated Planning and Scheduling (ICAPS) Workshop on Knowledge Engineering for Planning and Scheduling (KEPS), 2017.
bibtex  
Scenario Planning for Enterprise Risk Management. Sohrabi, S.; Riabov, A.; and Udrea, O. In Proceedings of Application Showcase Program at the 27th International Conference on Automated Planning and Scheduling (ICAPS-17), 2017. Won best demo award
Scenario Planning for Enterprise Risk Management [pdf]Paper   bibtex  
Planning-based Scenario Generation for Enterprise Risk Management. Sohrabi, S.; Riabov, A.; and Udrea, O. In Proceedings of the Scheduling and Planning Applications woRKshop (SPARK), 2017.
Planning-based Scenario Generation for Enterprise Risk Management [pdf]Paper   bibtex  
State Projection via AI Planning. Sohrabi, S.; Riabov, A.; and Udrea, O. In Proceedings of the 31st Conference on Artificial Intelligence (AAAI-17), 2017.
State Projection via AI Planning [pdf]Paper   bibtex   1 download  
An AI Planning-Based Approach to the Multi-Agent Plan Recognition Problem (Preliminary Report). Shvo, M.; Sohrabi, S.; and McIlraith, S. A. In Proceedings of the The AAAI 2017 Workshop on Plan, Activity, and Intent Recognition (PAIR), 2017.
An AI Planning-Based Approach to the Multi-Agent Plan Recognition Problem (Preliminary Report) [pdf]Paper   bibtex  
  2016 (6)
Plan Recognition as Planning Revisited. Sohrabi, S.; Riabov, A.; and Udrea, O. In Proceedings of the 25th International Joint Conference on Artificial Intelligence (IJCAI), 2016.
Plan Recognition as Planning Revisited [pdf]Paper   bibtex   1 download  
Future State Projection as Planning. Sohrabi, S.; Udrea, O.; and Riabov, A. In Proceedings of Application Showcase Program at the 26th International Conference on Automated Planning and Scheduling (ICAPS-16), 2016. Won runner-up award
Future State Projection as Planning [pdf]Paper   bibtex   1 download  
Efficient High Quality Plan Exploration for Network Security. Riabov, A.; Sohrabi, S.; Udrea, O.; and Hassanzadeh, O. In Proceedings of the Scheduling and Planning Applications woRKshop (SPARK), pages 76-81, 2016.
Efficient High Quality Plan Exploration for Network Security [pdf]Paper   bibtex  
Finding Diverse High-Quality Plans for Hypothesis Generation. Sohrabi, S.; Riabov, A.; Udrea, O.; and Hassanzadeh, O. In Proceedings of the 22nd European Conference on Artificial Intelligence (ECAI), 2016.
Finding Diverse High-Quality Plans for Hypothesis Generation [pdf]Paper   bibtex  
Interactive Planning-based Hypothesis Generation with LTS++. Sohrabi, S.; Udrea, O.; Riabov, A.; and Hassanzadeh, O. In Proceedings of Application Showcase Program at the 25th International Joint Conference on Artificial Intelligence (IJCAI), 2016.
Interactive Planning-based Hypothesis Generation with LTS++ [pdf]Paper   bibtex  
Finding Diverse High-Quality Plans for Hypothesis Generation. Sohrabi, S.; Riabov, A.; Udrea, O.; and Hassanzadeh, O. In Proceedings of the Eighth International Workshop on Modeling and Reasoning in Context at ECAI (MRC), 2016.
Finding Diverse High-Quality Plans for Hypothesis Generation [pdf]Paper   bibtex  
  2015 (1)
Planning-Based Reasoning for Automated Large-Scale Data Analysis. Riabov, A. V.; Sohrabi, S.; Sow, D. M.; Turaga, D. S.; Udrea, O.; and Vu, L. H. In Proceedings of the 25th International Conference on Automated Planning and Scheduling ICAPS, pages 282-290, 2015.
Planning-Based Reasoning for Automated Large-Scale Data Analysis [link]Paper   bibtex  
  2014 (2)
Knowledge Engineering for Planning-Based Hypothesis Generation. Sohrabi, S.; Udrea, O.; and Riabov, A. In Proceedings of the Automated Planning and Scheduling (ICAPS) Workshop on Knowledge Engineering for Planning and Scheduling (KEPS), pages 46-53, 2014. Also appears in the ICAPS 2014 System Demonstrations
Knowledge Engineering for Planning-Based Hypothesis Generation [link]Paper   bibtex   8 downloads  
New Algorithms for The Top-K Planning Problem. Riabov, A.; Sohrabi, S.; and Udrea, O. In Proceedings of the Scheduling and Planning Applications woRKshop (SPARK) at the 24th International Conference on Automated Planning and Scheduling (ICAPS), pages 10-16, 2014.
New Algorithms for The Top-K Planning Problem [link]Paper   bibtex   25 downloads  
  2013 (4)
Publishing bibliographic data on the Semantic Web using BibBase. Xin, R. S.; Hassanzadeh, O.; Fritz, C.; Sohrabi, S.; and Miller, R. J. Semantic Web, 4(1): 15-22. 2013.
Publishing bibliographic data on the Semantic Web using BibBase [link]Link   bibtex  
HTN Planning for the Composition of Stream Processing Applications. Sohrabi, S.; Udrea, O.; and Riabov, A. In Proceedings of the 23rd International Conference on Automated Planning and Scheduling - Novel Applications Track (ICAPS-13), pages 443-451, Rome, Italy, June 2013.
HTN Planning for the Composition of Stream Processing Applications [link]Paper   bibtex   7 downloads  
Hypothesis Exploration for Malware Detection Using Planning. Sohrabi, S.; Udrea, O.; and Riabov, A. In Proceedings of the Application Showcase Program at ICAPS 2013, pages 29, Rome, Italy, June 2013.
bibtex   22 downloads  
Hypothesis Exploration for Malware Detection Using Planning. Sohrabi, S.; Udrea, O.; and Riabov, A. In Proceedings of the 27th Conference on Artificial Intelligence (AAAI-13), pages 883-889, Bellevue, WA, USA, July 2013.
Hypothesis Exploration for Malware Detection Using Planning [link]Paper   bibtex   22 downloads  
  2012 (2)
Customizing the Composition of Web Services and Beyond. Sohrabi, S. Ph.D. Thesis, University of Toronto, 2012.
Customizing the Composition of Web Services and Beyond [pdf]Paper   bibtex   19 downloads  
Composition of Flow-based Applications with HTN Planning. Sohrabi, S.; Udrea, O.; Ranganathan, A.; and Riabov, A. In International Scheduling and Planning Applications woRKshop (SPARK), pages 1-7, 2012. This paper also appears in the AAAI-12 Workshop on Problem Solving using Classical Planners (CP4PS)
bibtex  
  2011 (2)
Preferred Explanations: Theory and Generation via Planning. Sohrabi, S.; Baier, J. A.; and McIlraith, S. A. In Proceedings of the 25th Conference on Artificial Intelligence (AAAI-11), pages 261-267, San Francisco, USA, August 2011. Accepted as both oral and poster presentation
Preferred Explanations: Theory and Generation via Planning [pdf]Paper   bibtex   42 downloads  
Representing and reasoning about preferences in requirements engineering. Liaskos, S.; McIlraith, S. A.; Sohrabi, S.; and Mylopoulos, J. Requirements Engineering, 16: 227-249. 2011. 10.1007/s00766-011-0129-9
Representing and reasoning about preferences in requirements engineering [link]Paper   bibtex   1 download  
  2010 (5)
Customizing the Composition of Actions, Programs, and Web Services with User Preferences. Sohrabi, S. In Proceedings of the 9th International Semantic Web Conference (ISWC-10) Doctoral Consortium, pages 321-329, Shanghai, China, November 2010. Won best paper award.
Customizing the Composition of Actions, Programs, and Web Services with User Preferences. [pdf]Paper   bibtex   7 downloads  
Diagnosis as Planning Revisited. Sohrabi, S.; Baier, J. A.; and McIlraith, S. A. In Proceedings of the 12th International Conference on the Principles of Knowledge Representation and Reasoning (KR-10), pages 26-36, Toronto, Canada, May 2010. An abridged version of this paper appears in International Workshop on Principles of Diagnosis (DX-10).
Diagnosis as Planning Revisited [pdf]Paper   bibtex   55 downloads  
Publishing Bibliographic Data on the Semantic Web using BibBase. Xin, R. S.; Hassanzadeh, O.; Fritz, C.; Sohrabi, S.; Yang, Y.; Du, J.; Zhao, M.; and Miller, R. J. In Proceedings of the 9th International Semantic Web Conference (ISWC-10), Poster & Demo Track, Shanghai, China, November 2010.
Publishing Bibliographic Data on the Semantic Web using BibBase [pdf]Paper   bibtex  
Integrating Preferences into Goal Models for Requirements Engineering. Liaskos, S.; McIlraith, S. A.; Sohrabi, S.; and Mylopoulos, J. In Proceedings of the 10th International Requirements Engineering Conference (RE-10), pages 135-144, Sydney, Australia, September 2010.
Integrating Preferences into Goal Models for Requirements Engineering [link]Paper   bibtex   3 downloads  
Preference-based Web Service Composition: A Middle Ground Between Execution and Search. Sohrabi, S.; and McIlraith, S. A. In Proceedings of the 9th International Semantic Web Conference (ISWC-10), pages 713-729, Shanghai, China, November 2010.
Preference-based Web Service Composition: A Middle Ground Between Execution and Search [pdf]Paper   bibtex   11 downloads  
  2009 (3)
HTN Planning with Preferences. Sohrabi, S.; Baier, J. A.; and McIlraith, S. A. In Proceedings of the 21st International Joint Conference on Artificial Intelligence (IJCAI-09), pages 1790-1797, Pasadena, CA, USA, July 2009. This paper also appears in Commonsense 2009.
HTN Planning with Preferences [pdf]Paper   bibtex   39 downloads  
Optimizing Web Service Composition while Enforcing Regulations. Sohrabi, S.; and McIlraith, S. A. In Proceedings of the 8th International Semantic Web Conference (ISWC-09), pages 601-617, Chantilly, VA, USA, October 2009.
Optimizing Web Service Composition while Enforcing Regulations [pdf]Paper   bibtex   2 downloads  
Web Service Composition via the Customization of Golog Programs with User Preferences. Sohrabi, S.; Prokoshyna, N.; and McIlraith, S. A. In Borgida, A. T.; Chaudhri, V. K.; Giorgini, P.; and Yu, E. S., editor(s), Conceptual Modeling: Foundations and Applications: Essays in Honor of John Mylopoulos, pages 319-334. Springer-Verlag, 2009.
Web Service Composition via the Customization of Golog Programs with User Preferences [pdf]Paper   bibtex   5 downloads  
  2008 (3)
On Planning with Preferences in HTN. Sohrabi, S.; and McIlraith, S. A. In the 12th International Workshop on Non-Monotonic Reasoning (NMR08), pages 241-248, Sydney, Australia, September 2008.
On Planning with Preferences in HTN [pdf]Paper   bibtex   6 downloads  
On Planning with Preferences in HTN. Sohrabi, S.; and McIlraith, S. A. In the 4th Multidisciplinary Workshop on Advances in Preference Handling (M-Pref08) at AAAI-08, pages 103-109, Chicago, IL, USA, July 2008.
On Planning with Preferences in HTN [pdf]Paper   bibtex   6 downloads  
HTN Planning with Quantitative Preferences via Heuristic Search. Sohrabi, S.; Baier, J. A.; and McIlraith, S. A. In Eighteeth International Conference on Automated Planning and Scheduling (ICAPS) Workshop on Oversubscribed Planning and Scheduling, Sydney, Australia, September 2008.
bibtex   6 downloads  
  2006 (1)
Web Service Composition Via Generic Procedures and Customizing User Preferences. Sohrabi, S.; Prokoshyna, N.; and McIlraith, S. A. In Proceedings of the 5th International Semantic Web Conference (ISWC-06), pages 597-611, Athens, GA, USA, November 2006.
Web Service Composition Via Generic Procedures and Customizing User Preferences [pdf]Paper   bibtex   8 downloads