reinforcement learning

4122 papers

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Also known as

RLVR HARL GRPO RL PPO REINFORCE RFT DRL RL NULL LQR RLHF

Co-occurring keywords

large language model (12755) policy learning (699) markov decision process (788) policy gradient (518) policy optimization (630) deep reinforcement learning (903) multi-agent system (1743) imitation learning (741) regret bound (1918) language model (4573)

Papers

Deterministic Policy Gradient Primal-Dual Methods for Continuous-Space Constrained MDPs AAAI 2025

Why the Agent Made that Decision: Contrastive Explanation Learning for Reinforcement Learning IJCAI 2025

Logarithmic Regret for Linear Markov Decision Processes with Adversarial Corruptions AAAI 2025

Indirect Online Preference Optimization via Reinforcement Learning IJCAI 2025

Enhancing Question Generation through Diversity-Seeking Reinforcement Learning with Bilevel Policy Decomposition AAAI 2025

BackMATH: Towards Backward Reasoning for Solving Math Problems Step by Step COLING 2025

Scenario Dreamer: Vectorized Latent Diffusion for Generating Driving Simulation Environments CVPR 2025

Rewarding Explainability in Drug Repurposing with Knowledge Graphs IJCAI 2025

ConfigX: Modular Configuration for Evolutionary Algorithms via Multitask Reinforcement Learning AAAI 2025

ReAL: How Can LLMs Simulate the Real Teacher? Retrieval-enhanced Agent for Adaptive Learning EMNLP 2025

HLMTrans: A Sim-to-Real Transfer Framework for Spatial Crowdsourcing with Human-Guided Language Models IJCAI 2025

Multi-Teacher Knowledge Distillation with Reinforcement Learning for Visual Recognition AAAI 2025

Reinforcement Learning Platform for Adversarial Black-box Attacks with Custom Distortion Filters AAAI 2025

Elevating Legal LLM Responses: Harnessing Trainable Logical Structures and Semantic Knowledge with Legal Reasoning NAACL 2025

EFormer: An Effective Edge-based Transformer for Vehicle Routing Problems IJCAI 2025

FinRipple: Aligning Large Language Models with Financial Market for Event Ripple Effect Awareness ACL 2025

BiasGuard: A Reasoning-Enhanced Bias Detection Tool for Large Language Models ACL 2025

Mixing Inference-time Experts for Enhancing LLM Reasoning EMNLP 2025

LeTS: Learning to Think-and-Search via Process-and-Outcome Reward Hybridization EMNLP 2025

Steering LLM Reasoning Through Bias-Only Adaptation EMNLP 2025

CRPO: Confidence-Reward Driven Preference Optimization for Machine Translation ACL 2025

Enhancing Safe and Controllable Protein Generation via Knowledge Preference Optimization ACL 2025

EPO: Explicit Policy Optimization for Strategic Reasoning in LLMs via Reinforcement Learning ACL 2025

Know You First and Be You Better: Modeling Human-Like User Simulators via Implicit Profiles ACL 2025

Kill two birds with one stone: generalized and robust AI-generated text detection via dynamic perturbations NAACL 2025