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

On The Convergence Of Policy Iteration-Based Reinforcement Learning With Monte Carlo Policy Evaluation AISTATS 2023

Multiple-policy High-confidence Policy Evaluation AISTATS 2023

Reinforcement Learning Enables Real-Time Planning and Control of Agile Maneuvers for Soft Robot Arms CORL 2023

Language Model Alignment with Elastic Reset NIPS 2023

Explore to Generalize in Zero-Shot RL NIPS 2023

DPOK: Reinforcement Learning for Fine-tuning Text-to-Image Diffusion Models NIPS 2023

Learning World Models with Identifiable Factorization NIPS 2023

Representation Learning in Deep RL via Discrete Information Bottleneck AISTATS 2023

Minimax-Bayes Reinforcement Learning AISTATS 2023

Neural Simulated Annealing AISTATS 2023

Provably Efficient Reinforcement Learning via Surprise Bound AISTATS 2023

Nearly Optimal Latent State Decoding in Block MDPs AISTATS 2023

Conformal Off-Policy Prediction AISTATS 2023

Uniformly Conservative Exploration in Reinforcement Learning AISTATS 2023

Group Distributionally Robust Reinforcement Learning with Hierarchical Latent Variables AISTATS 2023

One Policy is Enough: Parallel Exploration with a Single Policy is Near-Optimal for Reward-Free Reinforcement Learning AISTATS 2023

Coordinate Ascent for Off-Policy RL with Global Convergence Guarantees AISTATS 2023

A Tale of Two Efficient Value Iteration Algorithms for Solving Linear MDPs with Large Action Space AISTATS 2023

Sample Complexity of Kernel-Based Q-Learning AISTATS 2023

Transportation-Inequalities, Lyapunov Stability and Sampling for Dynamical Systems on Continuous State Space L4DC 2023

A Reinforcement Learning Look at Risk-Sensitive Linear Quadratic Gaussian Control L4DC 2023

Dynamic Inference With Grounding Based Vision and Language Models CVPR 2023

Warm-Start Actor-Critic: From Approximation Error to Sub-optimality Gap ICML 2023

Tuna: Instruction Tuning using Feedback from Large Language Models EMNLP 2023

Online Prototype Alignment for Few-shot Policy Transfer ICML 2023