offline reinforcement learning

492 papers

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Also known as

MORL O2O CQL-PRIOR OSRL ORDC OFFLINE RL RVS OMRL OOD ORL RL

Co-occurring keywords

policy optimization (630) policy learning (699) model-based reinforcement learning (415) value function (294) sample complexity (1158) deep reinforcement learning (903) imitation learning (741) distribution shift (711) markov decision process (788) reinforcement learning (4122)

Papers

One-Step Generative Policies with Q-Learning: A Reformulation of MeanFlow AAAI 2026

Trajectory Tactics: When Transformers Learn Exploration to Generate Online Signature WACV 2026

Offline Fictitious Self-Play for Competitive Games AAAI 2026

Soft Conflict-Resolution Decision Transformer for Offline Multi-Task Reinforcement Learning AAAI 2026

Advancing Safe Mechanical Ventilation Using Offline RL with Hybrid Actions and Clinically Aligned Rewards AAAI 2026

MetaTrader: Learning to Generalize RL Trading Policies Beyond Offline Data AAAI 2026

UNO! UNified Offline Training Paradigm for Learning Path Recommendation AAAI 2026

Benchmarking Reinforcement Learning Algorithms for ICU Ventilator Settings: An Interpretable and Probabilistic Patient Environment for Doctor Agents AAAI 2026

Variational OOD State Correction for Offline Reinforcement Learning AAAI 2026

Offline Meta-Reinforcement Learning with Flow-Based Task Inference and Adaptive Correction of Feature Overgeneralization AAAI 2026

On the Exponential Convergence for Offline RLHF with Pairwise Comparisons AAAI 2026

TORA: Train Once, Realign Anytime for Offline Multi-Objective Reinforcement Learning AAAI 2026

Human-in-the-Loop Bandwidth Estimation for Quality of Experience Optimization in Real-Time Video Communication AAAI 2026

Enhancing Robustness of Offline Reinforcement Learning Under Data Corruption via Sharpness-Aware Minimization (Student Abstract) AAAI 2026

Behavior Regularization with Flow Latent Policy for Offline Reinforcement Learning AAAI 2026

SPARE: Single-Pass Annotation with Reference-Guided Evaluation for Automatic Process Supervision and Reward Modelling AAAI 2026

Treatment Stitching with Schrödinger Bridge for Enhancing Offline Reinforcement Learning in Adaptive Treatment Strategies AAAI 2026

Balancing Signal and Variance: Adaptive Offline RL Post-Training for VLA Flow Models AAAI 2026

Reliability-Guaranteed and Reward-Seeking Sequence Modeling for Model-Based Offline Reinforcement Learning AAAI 2026

Enhancing Diffusion Policies with Distribution-Matching Generator in Offline Reinforcement Learning AAAI 2026

Partial Action Replacement: Tackling Distribution Shift in Offline MARL AAAI 2026

State Proficiency-Based Adaptive Fine-Tuning for Offline-to-Online Reinforcement Learning AAAI 2026

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer IJCAI 2025

Imagination-Limited Q-Learning for Offline Reinforcement Learning IJCAI 2025

A Finite-State Controller Based Offline Solver for Deterministic POMDPs IJCAI 2025