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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

The Importance of Non-Markovianity in Maximum State Entropy Exploration ICML 2022
Application of Neurosymbolic AI to Sequential Decision Making IJCAI 2022
Interactive Reinforcement Learning for Symbolic Regression from Multi-Format Human-Preference Feedbacks IJCAI 2022
VMAgent: A Practical Virtual Machine Scheduling Platform IJCAI 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
Lifelong Hyper-Policy Optimization with Multiple Importance Sampling Regularization AAAI 2022
Efficient Device Scheduling with Multi-Job Federated Learning AAAI 2022
Offline-to-Online Co-Evolutional User Simulator and Dialogue System EMNLP 2022
NICE: Robust Scheduling through Reinforcement Learning-Guided Integer Programming AAAI 2022
Text Editing as Imitation Game EMNLP 2022
Masked Language Models Know Which are Popular: A Simple Ranking Strategy for Commonsense Question Answering EMNLP 2022
ScienceWorld: Is your Agent Smarter than a 5th Grader? EMNLP 2022
Guiding Abstractive Dialogue Summarization with Content Planning EMNLP 2022