 SkillTree: Explainable Skill-Based Deep Reinforcement Learning for
Long-Horizon Control TasksAAAI Conference on Artificial Intelligence (AAAI), 2024 |
 RGMDT: Return-Gap-Minimizing Decision Tree Extraction in Non-Euclidean
Metric SpaceNeural Information Processing Systems (NeurIPS), 2024 |
 Vanilla Gradient Descent for Oblique Decision TreesEuropean Conference on Artificial Intelligence (ECAI), 2024 |
 Consistency Models as a Rich and Efficient Policy Class for
Reinforcement LearningInternational Conference on Learning Representations (ICLR), 2023 |
 MIXRTs: Toward Interpretable Multi-Agent Reinforcement Learning via Mixing Recurrent Soft Decision TreesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 |
 Explainability in Deep Reinforcement Learning, a Review into Current
Methods and ApplicationsACM Computing Surveys (ACM CSUR), 2022 |
 POETREE: Interpretable Policy Learning with Adaptive Decision TreesInternational Conference on Learning Representations (ICLR), 2022 |
