RePReL: a unified framework for integrating relational planning and reinforcement learning for effective abstraction in discrete and continuous domains
Kokel, Harsha, Natarajan, Sriraam, Ravindran, Balaraman, Tadepalli, Prasad
Published in Neural computing & applications (01.08.2023)
Published in Neural computing & applications (01.08.2023)
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Journal Article
A Probabilistic Approach to Extract Qualitative Knowledge for Early Prediction of Gestational Diabetes
Karanam, Athresh, Hayes, Alexander L., Kokel, Harsha, Haas, David M., Radivojac, Predrag, Natarajan, Sriraam
Published in Artificial Intelligence in Medicine (01.01.2021)
Published in Artificial Intelligence in Medicine (01.01.2021)
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Book Chapter
Automating Thought of Search: A Journey Towards Soundness and Completeness
Cao, Daniel, Katz, Michael, Kokel, Harsha, Srinivas, Kavitha, Sohrabi, Shirin
Year of Publication 21.08.2024
Year of Publication 21.08.2024
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Journal Article
Large Language Models as Planning Domain Generators
Oswald, James, Srinivas, Kavitha, Kokel, Harsha, Lee, Junkyu, Katz, Michael, Sohrabi, Shirin
Year of Publication 02.04.2024
Year of Publication 02.04.2024
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Journal Article
RePReL: Integrating Relational Planning and Reinforcement Learning for Effective Abstraction
Kokel, Harsha, Manoharan, Arjun, Natarajan, Sriraam, Ravindran, Balaraman, Tadepalli, Prasad
Published in Proceedings of the International Conference on Automated Planning and Scheduling (17.05.2021)
Published in Proceedings of the International Conference on Automated Planning and Scheduling (17.05.2021)
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Journal Article
TabSketchFM: Sketch-based Tabular Representation Learning for Data Discovery over Data Lakes
Khatiwada, Aamod, Kokel, Harsha, Abdelaziz, Ibrahim, Chaudhury, Subhajit, Dolby, Julian, Hassanzadeh, Oktie, Huang, Zhenhan, Pedapati, Tejaswini, Samulowitz, Horst, Srinivas, Kavitha
Year of Publication 28.06.2024
Year of Publication 28.06.2024
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Journal Article
Dynamic probabilistic logic models for effective abstractions in RL
Kokel, Harsha, Manoharan, Arjun, Natarajan, Sriraam, Ravindran, Balaraman, Tadepalli, Prasad
Year of Publication 15.10.2021
Year of Publication 15.10.2021
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Journal Article
Hybrid Deep RePReL: Integrating Relational Planning and Reinforcement Learning for Information Fusion
Kokel, Harsha, Prabhakar, Nikhilesh, Ravindran, Balaraman, Blasch, Erik, Tadepalli, Prasad, Natarajan, Sriraam
Published in 2022 25th International Conference on Information Fusion (FUSION) (04.07.2022)
Published in 2022 25th International Conference on Information Fusion (FUSION) (04.07.2022)
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Conference Proceeding
LakeBench: Benchmarks for Data Discovery over Data Lakes
Srinivas, Kavitha, Dolby, Julian, Abdelaziz, Ibrahim, Hassanzadeh, Oktie, Kokel, Harsha, Khatiwada, Aamod, Pedapati, Tejaswini, Chaudhury, Subhajit, Samulowitz, Horst
Year of Publication 09.07.2023
Year of Publication 09.07.2023
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Journal Article
ACPBench: Reasoning about Action, Change, and Planning
Kokel, Harsha, Katz, Michael, Srinivas, Kavitha, Sohrabi, Shirin
Published in arXiv.org (22.10.2024)
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Published in arXiv.org (22.10.2024)
Paper
Automating Thought of Search: A Journey Towards Soundness and Completeness
Cao, Daniel, Katz, Michael, Kokel, Harsha, Srinivas, Kavitha, Sohrabi, Shirin
Published in arXiv.org (21.08.2024)
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Published in arXiv.org (21.08.2024)
Paper
Thought of Search: Planning with Language Models Through The Lens of Efficiency
Katz, Michael, Kokel, Harsha, Srinivas, Kavitha, Sohrabi, Shirin
Published in arXiv.org (21.05.2024)
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Published in arXiv.org (21.05.2024)
Paper
Human-guided Collaborative Problem Solving: A Natural Language based Framework
Kokel, Harsha, Das, Mayukh, Islam, Rakibul, Bonn, Julia, Cai, Jon, Dan, Soham, Narayan-Chen, Anjali, Jayannavar, Prashant, Doppa, Janardhan Rao, Hockenmaier, Julia, Natarajan, Sriraam, Palmer, Martha, Roth, Dan
Year of Publication 19.07.2022
Year of Publication 19.07.2022
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Journal Article
Identification of Actions in Artificial Intelligence Planning
Srinivas, Kavitha, Sohrabi Araghi, Shirin, Lee, Junkyu, Kokel, Harsha, Katz, Michael
Year of Publication 03.10.2024
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Year of Publication 03.10.2024
Patent
Large Language Models as Planning Domain Generators
Oswald, James, Srinivas, Kavitha, Kokel, Harsha, Lee, Junkyu, Katz, Michael, Sohrabi, Shirin
Published in arXiv.org (02.04.2024)
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Published in arXiv.org (02.04.2024)
Paper
Action Space Reduction for Planning Domains
Srinivas, Kavitha, Sohrabi Araghi, Shirin, Lee, Junkyu, Kokel, Harsha, Katz, Michael
Year of Publication 26.10.2023
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Year of Publication 26.10.2023
Patent
TabSketchFM: Sketch-based Tabular Representation Learning for Data Discovery over Data Lakes
Khatiwada, Aamod, Kokel, Harsha, Ibrahim, Abdelaziz, Chaudhury, Subhajit, Dolby, Julian, Hassanzadeh, Oktie, Huang, Zhenhan, Pedapati, Tejaswini, Samulowitz, Horst, Srinivas, Kavitha
Published in arXiv.org (21.08.2024)
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Published in arXiv.org (21.08.2024)
Paper