conftrace_

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

6

1

2

2

16

21

24

16

31

36

44

47

44

37

63

171

350

606

801

920

974

1,144

1,380

1,203

319

'5

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'25

Papers (including subtopics)

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making ICML 2025 Threshold UCT: Cost-Constrained Monte Carlo Tree Search with Pareto Curves AAAI 2025 Through the Valley: Path to Effective Long CoT Training for Small Language Models EMNLP 2025 Tilted Quantile Gradient Updates for Quantile-Constrained Reinforcement Learning AAAI 2025 Time-Aware World Model for Adaptive Prediction and Control ICML 2025 Token-level Proximal Policy Optimization for Query Generation EMNLP 2025 To Measure or Not: A Cost-Sensitive, Selective Measuring Environment for Agricultural Management Decisions with Reinforcement Learning AAAI 2025 Tool-as-Interface: Learning Robot Policies from Observing Human Tool Use CoRL 2025 Tool Zero: Training Tool-Augmented LLMs via Pure RL from Scratch EMNLP 2025 TOP-ERL: Transformer-based Off-Policy Episodic Reinforcement Learning ICLR 2025 Topic-Guided Reinforcement Learning with LLMs for Enhancing Multi-Document Summarization EMNLP 2025 TopoCut: Learning Multi-Step Cutting with Spectral Rewards and Discrete Diffusion Policies CoRL 2025 Touch2Shape: Touch-Conditioned 3D Diffusion for Shape Exploration and Reconstruction CVPR 2025 Toward Efficient Multi-Agent Exploration With Trajectory Entropy Maximization ICLR 2025 Toward Real-World Cooperative and Competitive Soccer with Quadrupedal Robot Teams CoRL 2025 Towards A Better Initial Policy Model For Scalable Long-CoT Reinforcement Learning ACL 2025 Towards Adaptive Mechanism Activation in Language Agent COLING 2025 Towards Automatic Sampling of User Behaviors for Sequential Recommender Systems IJCAI 2025 Towards Cost-Effective Reward Guided Text Generation ICML 2025 Towards Cost Sensitive Decision Making AISTATS 2025 Towards Efficient Collaboration via Graph Modeling in Reinforcement Learning AAAI 2025 Towards Efficient LLM Grounding for Embodied Multi-Agent Collaboration ACL 2025 Towards Efficient Online Tuning of VLM Agents via Counterfactual Soft Reinforcement Learning ICML 2025 Towards Empowerment Gain through Causal Structure Learning in Model-Based Reinforcement Learning ICLR 2025 Towards General-Purpose Model-Free Reinforcement Learning ICLR 2025