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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

Regret Bounds for Stochastic Shortest Path Problems with Linear Function Approximation ICML 2022
AnyMorph: Learning Transferable Polices By Inferring Agent Morphology ICML 2022
A Temporal-Difference Approach to Policy Gradient Estimation ICML 2022
From Dirichlet to Rubin: Optimistic Exploration in RL without Bonuses ICML 2022
Influence-Augmented Local Simulators: a Scalable Solution for Fast Deep RL in Large Networked Systems ICML 2022
Symmetric Machine Theory of Mind ICML 2022
Short-Term Plasticity Neurons Learning to Learn and Forget ICML 2022
Contrastive UCB: Provably Efficient Contrastive Self-Supervised Learning in Online Reinforcement Learning ICML 2022
Evolving Curricula with Regret-Based Environment Design ICML 2022
History Compression via Language Models in Reinforcement Learning ICML 2022
Improved Regret for Differentially Private Exploration in Linear MDP ICML 2022
The Importance of Non-Markovianity in Maximum State Entropy Exploration ICML 2022
CtrlFormer: Learning Transferable State Representation for Visual Control via Transformer ICML 2022
Learning Stochastic Shortest Path with Linear Function Approximation ICML 2022
Distributionally Robust $Q$-Learning ICML 2022
Reducing Variance in Temporal-Difference Value Estimation via Ensemble of Deep Networks ICML 2022
Large Batch Experience Replay ICML 2022
Supervised Off-Policy Ranking ICML 2022
Action-Sufficient State Representation Learning for Control with Structural Constraints ICML 2022
Nearly Minimax Optimal Reinforcement Learning with Linear Function Approximation ICML 2022
Contextual Information-Directed Sampling ICML 2022
Temporal Difference Learning for Model Predictive Control ICML 2022
A Parametric Class of Approximate Gradient Updates for Policy Optimization ICML 2022
Leveraging Approximate Symbolic Models for Reinforcement Learning via Skill Diversity ICML 2022
SURF: Semantic-level Unsupervised Reward Function for Machine Translation NAACL 2022