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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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'15
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Papers (including subtopics)

Behavioral Exploration: Learning to Explore via In-Context Adaptation ICML 2025 Behavior-Regularized Diffusion Policy Optimization for Offline Reinforcement Learning ICML 2025 Behaviour Preference Regression for Offline Reinforcement Learning AAAI 2025 Benchmarking Quantum Reinforcement Learning ICML 2025 Best Possible Q-Learning UAI 2025 Beyond Bradley-Terry Models: A General Preference Model for Language Model Alignment ICML 2025 Beyond CVaR: Leveraging Static Spectral Risk Measures for Enhanced Decision-Making in Distributional Reinforcement Learning ICML 2025 Beyond-Expert Performance with Limited Demonstrations: Efficient Imitation Learning with Double Exploration ICLR 2025 Beyond Numeric Rewards: In-Context Dueling Bandits with LLM Agents ACL 2025 Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer IJCAI 2025 Beyond The Rainbow: High Performance Deep Reinforcement Learning on a Desktop PC ICML 2025 BFTBrain: Adaptive BFT Consensus with Reinforcement Learning NSDI 2025 BiAssemble: Learning Collaborative Affordance for Bimanual Geometric Assembly ICML 2025 Bidirectional Decoding: Improving Action Chunking via Guided Test-Time Sampling ICLR 2025 BILE: An Effective Behavior-based Latent Exploration Scheme for Deep Reinforcement Learning IJCAI 2025 Bilevel Reinforcement Learning via the Development of Hyper-gradient without Lower-Level Convexity AISTATS 2025 Bisimulation Metric for Model Predictive Control ICLR 2025 Bone Soups: A Seek-and-Soup Model Merging Approach for Controllable Multi-Objective Generation ACL 2025 Boosting MLLM Reasoning with Text-Debiased Hint-GRPO ICCV 2025 Boosting Virtual Agent Learning and Reasoning: A Step-Wise, Multi-Dimensional, and Generalist Reward Model with Benchmark ICML 2025 Bootstrapped Model Predictive Control ICLR 2025 Bootstrapped Reward Shaping AAAI 2025 BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving ACL 2025 Breaking the $\log(1/\Delta_2)$ Barrier: Better Batched Best Arm Identification with Adaptive Grids ICLR 2025 Breaking the Curse of Multiagency in Robust Multi-Agent Reinforcement Learning ICML 2025