Publications
Journals
Submission to AIJ -- in progress
Conferences
Explaining Reinforcement Learning Agents through Counterfactual Action Outcomes
Yotam Amitai, Yael Septon, Ofra Amir
Accepted to AAAI 2024"I Don't Think So": Summarizing Policy Disagreements for Agent Comparison
Yotam Amitai, Ofra Amir
2022 AAAI Conference on Artificial IntelligenceAutomatic Generation of Flexible Plans via Diverse Temporal Planning
Yotam Amitai, Ayal Taitler, Erez Karpas
2021 AAAI Conference on Artificial Intelligence
Workshops
Interactive Explanations of Agent Behavior
Yotam Amitai, Guy Avni, Ofra Amir
32nd International Conference on Automated Planning and Scheduling 2022 (ICAPS)
Workshop on eXplainable AI and Planning (XAIP)Automatic Generation of Flexible Plans via Diverse Temporal Planning
Yotam Amitai, Ayal Taitler, Erez Karpas, Per-Olof Gutman
30th International Conference on Automated Planning and Scheduling 2020 (ICAPS)
Workshop on Knowledge Engineering for Planning and Scheduling (KEPS)
Book Chapters
A Survey of Global Explanations in Reinforcement Learning
Yotam Amitai, Ofra Amir
Tulli, Silvia, and David W. Aha, eds. Explainable Agency in Artificial Intelligence: Research and Practice. CRC Press, 2024, Chapter 2.
Extended Abstracts
Explaining Agent Preferences and Behavior: Integrating Reward-Decomposition and Contrastive-Highlights
IJCAI 2023, The 32nd international joint conference on artificial intelligence, May 2023.
Talks
Interactive Explanations of Agent Behavior,
AAAI Spring Symposium Series, Mar 2023.``I Don't Think So'': Summarizing Policy Disagreements for Agent Comparison,
Bar Ilan Symposium on the Foundations of AI, Feb 2023.Interactive Explanations of Agent Behavior,
Israel Data Science Initiative conference, Jan 2023.``I Don't Think So'': Summarizing Policy Disagreements for Agent Comparison,
AI Safety Israel Conference, Oct 2022.Interactive Explanations of Agent Behavior,
Workshop on Human Behavioral Aspects of (X)AI, Sep 2022``I Don't Think So'': Summarizing Policy Disagreements for Agent Comparison,
RaD-AI Workshop AAMAS, May 2022.``I Don't Think So'': Summarizing Policy Disagreements for Agent Comparison,
Israel Data Science Initiative conference, Jan 2022.
Posters
Interactive Explanations of Agent Behavior
Technion Behavioral Data Science Symposium, Jan 2023.Interactive Explanations of Agent Behavior
AI Safety Israel Conference, Oct 2022.“I Don’t Think So”: Summarizing Policy Disagreements for Agent Comparison''
MLIS-TCE conference, Feb 2022. (Voted best poster)."Conveying Agent Behavior Based on Human-Agent Interaction Context"
ICAPS Doctoral Consortium, Online, October 2020.
M.Sc. Theses
Automatically Generating Flexible Plans with Choice
Yotam Amitai
Supervisor: Erez Karpas
MS.c. thesis, September 2020