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Methods

8,258 papers (12 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Deep RL (4,525) Policy Learning (2,633) Multi-Agent Systems (1,251) Offline RL (1,025) Model-Based RL (291) Meta-Learning (80)

Papers per year

2
31
37
801
1,203
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Papers (including subtopics)

Corrupted Learning Dynamics in Games COLT 2025 Corruption Robust Offline Reinforcement Learning with Human Feedback AISTATS 2025 Cost-aware Discovery of Contextual Failures using Bayesian Active Learning CoRL 2025 Cost-Aware Near-Optimal Policy Learning AAAI 2025 CoTD-PO: Chain-of-Thought Distillation with Preference Optimization EMNLP 2025 Counterfactual Effect Decomposition in Multi-Agent Sequential Decision Making ICML 2025 Counterfactual Influence in Markov Decision Processes CLeaR 2025 Counterfactual Strategies for Markov Decision Processes IJCAI 2025 CPO: Addressing Reward Ambiguity in Role-playing Dialogue via Comparative Policy Optimization EMNLP 2025 Craftium: Bridging Flexibility and Efficiency for Rich 3D Single- and Multi-Agent Environments ICML 2025 Credit Assignment and Fine-Tuning Enhanced Reinforcement Learning for Collaborative Spatial Crowdsourcing IJCAI 2025 Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning CVPR 2025 Cross-environment Cooperation Enables Zero-shot Multi-agent Coordination ICML 2025 Cross-lingual Transfer of Reward Models in Multilingual Alignment NAACL 2025 Cross-Validated Off-Policy Evaluation AAAI 2025 CSC-SQL: Corrective Self-Consistency in Text-to-SQL via Reinforcement Learning IJCNLP 2025 CTD4 – a Deep Continuous Distributional Actor-Critic Agent with a Kalman Fusion of Multiple Critics AAAI 2025 CUPID: Curating Data your Robot Loves with Influence Functions CoRL 2025 Curiosity-Driven Reinforcement Learning from Human Feedback ACL 2025 Data Augmentation for Instruction Following Policies via Trajectory Segmentation AAAI 2025 Data-dependent Bounds with T-Optimal Best-of-Both-Worlds Guarantees in Multi-Armed Bandits using Stability-Penalty Matching COLT 2025 Data-Driven Near-Optimal Control of Nonlinear Systems Over Finite Horizon L4DC 2025 Data-driven optimal control of unknown nonlinear dynamical systems using the Koopman operator L4DC 2025 Datasets and Recipes for Video Temporal Grounding via Reinforcement Learning EMNLP 2025 David and Goliath: Small One-step Model Beats Large Diffusion with Score Post-training ICML 2025