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reinforcement learning

4352 papers

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Also known as

RL REINFORCE

Co-occurring keywords

large language model (13587) policy learning (702) markov decision process (790) policy optimization (657) policy gradient (520) deep reinforcement learning (903) multi-agent system (1819) imitation learning (744) regret bound (1926) language model (4599)

Papers

A Complete Characterization of Linear Estimators for Offline Policy Evaluation JMLR 2023
Scalable Real-Time Recurrent Learning Using Columnar-Constructive Networks JMLR 2023
Neural Q-learning for solving PDEs JMLR 2023
STL-Based Synthesis of Feedback Controllers Using Reinforcement Learning AAAI 2023
q-Learning in Continuous Time JMLR 2023
Cogito Ergo Summ: Abstractive Summarization of Biomedical Papers via Semantic Parsing Graphs and Consistency Rewards AAAI 2023
Temporal Abstraction in Reinforcement Learning with the Successor Representation JMLR 2023
Towards Learning to Imitate from a Single Video Demonstration JMLR 2023
Learning Mean-Field Games with Discounted and Average Costs JMLR 2023
Leveraging Modality-Specific Representations for Audio-Visual Speech Recognition via Reinforcement Learning AAAI 2023
Behavior Contrastive Learning for Unsupervised Skill Discovery ICML 2023
skrl: Modular and Flexible Library for Reinforcement Learning JMLR 2023
Learning Noise-Induced Reward Functions for Surpassing Demonstrations in Imitation Learning AAAI 2023
Reachability-Aware Laplacian Representation in Reinforcement Learning ICML 2023
PPG Reloaded: An Empirical Study on What Matters in Phasic Policy Gradient ICML 2023
Learning Compositional Tasks from Language Instructions AAAI 2023
Layout-Aware Dreamer for Embodied Visual Referring Expression Grounding AAAI 2023
Simple Embodied Language Learning as a Byproduct of Meta-Reinforcement Learning ICML 2023
Flipping Coins to Estimate Pseudocounts for Exploration in Reinforcement Learning ICML 2023
The Blessing of Heterogeneity in Federated Q-Learning: Linear Speedup and Beyond ICML 2023
Langevin Thompson Sampling with Logarithmic Communication: Bandits and Reinforcement Learning ICML 2023
Toward Efficient Gradient-Based Value Estimation ICML 2023
Hindsight Learning for MDPs with Exogenous Inputs ICML 2023
CLUTR: Curriculum Learning via Unsupervised Task Representation Learning ICML 2023
On the Power of Pre-training for Generalization in RL: Provable Benefits and Hardness ICML 2023