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

RAG-R1:Incentivizing the Search and Reasoning Capabilities of LLMs Through Multi-Query Parallelism AAAI 2026

Re-SpS: A Reinforcement Learning Approach to Speculative Sampling AAAI 2026

Reinforcement Learning Enhanced Muti-hop Reasoning for Temporal Knowledge Question Answering AAAI 2026

ReCode: Updating Code API Knowledge with Reinforcement Learning AAAI 2026

Audio-Thinker: Guiding Large Audio Language Model When and How to Think via Reinforcement Learning AAAI 2026

StepFun-Formalizer: Unlocking the Autoformalization Potential of LLMs Through Knowledge-Reasoning Fusion AAAI 2026

Incorporating Self-Rewriting into Large Language Model Reasoning Reinforcement AAAI 2026

Themis: Automated Constraint-Aware Test Synthesis Framework for Code Reinforcement Learning AAAI 2026

MathSmith: Towards Extremely Hard Mathematical Reasoning by Forging Synthetic Problems with a Reinforced Policy AAAI 2026

TAdaRAG: Task Adaptive Retrieval-Augmented Generation via On-the-Fly Knowledge Graph Construction AAAI 2026

LaF-GRPO: In-Situ Navigation Instruction Generation for the Visually Impaired via GRPO with LLM-as-Follower Reward AAAI 2026

P2S: Probabilistic Process Supervision for General-Domain Reasoning Question Answering AAAI 2026

History-Aware Reasoning for GUI Agents AAAI 2026

TAPO: Dynamic Teacher and Perturbed Answer Injection for Policy Optimization AAAI 2026

Improving Low-Resource Translation with Dictionary-Guided Fine-Tuning and RL: A Spanish-to-Wayuunaiki Study AAAI 2026

Toward Causal Foundation World Models: From Representation to Decision-Making AAAI 2026

Memory Based Advantage Shaping for LLM-Guided Reinforcement Learning (Student Abstract) AAAI 2026

Persona, Ego, Shadow, and Self: A Map of the Soul Framework for Proto-Emotional Homeostasis in AI AAAI 2026

RLSLM: A Hybrid Framework Combining Reinforcement Learning and a Rule-based Social Locomotion Model for Socially-aware Navigation AAAI 2026

OneFont: A Unified Agent for End-to-End Font Creation AAAI 2026

Universal Compressed Image Restoration via Codec-Aware Conditioning with Reinforcement Learning AAAI 2026

Where and What Matters: Sensitivity-Aware Task Vectors for Many-Shot Multimodal In-Context Learning AAAI 2026

GraphRAG-Induced Dual Knowledge Structure Graphs for Personalized Learning Path Recommendation AAAI 2026

Intention-Guided Cognitive Reasoning for Egocentric Long-Term Action Anticipation AAAI 2026

RL-Studio: A System for Multi-Phase Reinforcement Learning Experimentation AAAI 2026