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

Large-Scale Retrieval for Reinforcement Learning NIPS 2022

RORL: Robust Offline Reinforcement Learning via Conservative Smoothing NIPS 2022

NeoRL: A Near Real-World Benchmark for Offline Reinforcement Learning NIPS 2022

Improving Zero-Shot Generalization in Offline Reinforcement Learning using Generalized Similarity Functions NIPS 2022

When are Offline Two-Player Zero-Sum Markov Games Solvable? NIPS 2022

Multi-Game Decision Transformers NIPS 2022

Oracle Inequalities for Model Selection in Offline Reinforcement Learning NIPS 2022

On the Effect of Pre-training for Transformer in Different Modality on Offline Reinforcement Learning NIPS 2022

Supported Policy Optimization for Offline Reinforcement Learning NIPS 2022

Robust Reinforcement Learning using Offline Data NIPS 2022

Leveraging Factored Action Spaces for Efficient Offline Reinforcement Learning in Healthcare NIPS 2022

Bootstrapped Transformer for Offline Reinforcement Learning NIPS 2022

When to Trust Your Simulator: Dynamics-Aware Hybrid Offline-and-Online Reinforcement Learning NIPS 2022

LAPO: Latent-Variable Advantage-Weighted Policy Optimization for Offline Reinforcement Learning NIPS 2022

Double Check Your State Before Trusting It: Confidence-Aware Bidirectional Offline Model-Based Imagination NIPS 2022

DASCO: Dual-Generator Adversarial Support Constrained Offline Reinforcement Learning NIPS 2022

You Can’t Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments NIPS 2022

Constraints Penalized Q-learning for Safe Offline Reinforcement Learning AAAI 2022

A Policy-Guided Imitation Approach for Offline Reinforcement Learning NIPS 2022

Towards Human-Level Bimanual Dexterous Manipulation with Reinforcement Learning NIPS 2022

SMPL: Simulated Industrial Manufacturing and Process Control Learning Environments NIPS 2022

Skills Regularized Task Decomposition for Multi-task Offline Reinforcement Learning NIPS 2022

Exploit Reward Shifting in Value-Based Deep-RL: Optimistic Curiosity-Based Exploration and Conservative Exploitation via Linear Reward Shaping NIPS 2022

Data-Driven Offline Decision-Making via Invariant Representation Learning NIPS 2022

VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning NIPS 2022