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

Imbalanced Gradients in RL Post-Training of Multi-Task LLMs EACL 2026

SALT: Step-level Advantage Assignment for Long-horizon Agents via Trajectory Graph EACL 2026

Think Just Enough: Leveraging Self-Assessed Confidence for Adaptive Reasoning in Language Models EACL 2026

Reasoning about Uncertainty: Do Reasoning Models Know When They Don’t Know? EACL 2026

Unsupervised Text Style Transfer for Controllable Intensity EACL 2026

Aligning Text, Code, and Vision: A Multi-Objective Reinforcement Learning Framework for Text-to-Visualization EACL 2026

Learning to Ideate for Machine Learning Engineering Agents EACL 2026

Structure-based RNA Design by Step-wise Optimization of Latent Diffusion Model AAAI 2026

RABot: Reinforcement-Guided Graph Augmentation for Imbalanced and Noisy Social Bot Detection AAAI 2026

OmniPT: Unleashing the Potential of Large Vision Language Models for Pedestrian Tracking and Understanding AAAI 2026

MIRAGE: Towards AI-Generated Image Detection in the Wild AAAI 2026

Drive-R1: Bridging Reasoning and Planning in VLMs for Autonomous Driving with Reinforcement Learning AAAI 2026

Game Ground Bench: Probing the Limits of LVLMs in Complex Semantic Grounding Across Game Universes AAAI 2026

Guideline-Consistent Segmentation via Multi-Agent Refinement AAAI 2026

SRD: Reinforcement-Learned Semantic Perturbation for Backdoor Defense in VLMs AAAI 2026

ReaSon: Reinforced Causal Search with Information Bottleneck for Video Understanding AAAI 2026

MedEyes: Learning Dynamic Visual Focus for Medical Progressive Diagnosis AAAI 2026

SACO: Sequence-Aware Constrained Optimization Framework for Coupon Distribution in E-commerce AAAI 2026

TOP-RL: Task-Optimized Progressive Token Pruning with Reinforcement Learning for Vision Language Models AAAI 2026

Towards Illumination-Aware Restoration of Metalens-Captured Images: A New Dataset and a Strong Baseline AAAI 2026

ORVIT: Near-Optimal Online Distributionally Robust Reinforcement Learning AAAI 2026

Self-Interpretable Subgraph Neural Network with Deep Reinforcement Walk Exploration AAAI 2026

MoE-Guided Graph Diffusion for Oriented Molecule Design AAAI 2026

COVR: Collaborative Optimization of VLMs and RL Agent for Visual-Based Control AAAI 2026

TextShield-R1: Reinforced Reasoning for Tampered Text Detection AAAI 2026