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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

Adaptive Exploration for Data-Efficient General Value Function Evaluations NIPS 2024
A Grounded Preference Model for LLM Alignment ACL 2024
Learning Dynamic Mechanisms in Unknown Environments: A Reinforcement Learning Approach JMLR 2024
OptEx: Expediting First-Order Optimization with Approximately Parallelized Iterations NIPS 2024
Learning Regularized Graphon Mean-Field Games with Unknown Graphons JMLR 2024
P-TA: Using Proximal Policy Optimization to Enhance Tabular Data Augmentation via Large Language Models ACL 2024
Effect-Invariant Mechanisms for Policy Generalization JMLR 2024
On the Sample Complexity and Metastability of Heavy-tailed Policy Search in Continuous Control JMLR 2024
Model-Free Representation Learning and Exploration in Low-Rank MDPs JMLR 2024
QDax: A Library for Quality-Diversity and Population-based Algorithms with Hardware Acceleration JMLR 2024
CLHA: A Simple Yet Effective Contrastive Learning Framework for Human Alignment COLING 2024
Combining Supervised Learning and Reinforcement Learning for Multi-Label Classification Tasks with Partial Labels ACL 2024
Sample Complexity of Neural Policy Mirror Descent for Policy Optimization on Low-Dimensional Manifolds JMLR 2024
Rethinking Exploration in Reinforcement Learning with Effective Metric-Based Exploration Bonus NIPS 2024
Prompt-Based Length Controlled Generation with Multiple Control Types ACL 2024
GenRL: Multimodal-foundation world models for generalization in embodied agents NIPS 2024
Projection by Convolution: Optimal Sample Complexity for Reinforcement Learning in Continuous-Space MDPs COLT 2024
Fast two-time-scale stochastic gradient method with applications in reinforcement learning COLT 2024
Near-Optimal Learning and Planning in Separated Latent MDPs COLT 2024
Adversarial Preference Optimization: Enhancing Your Alignment via RM-LLM Game ACL 2024
SOTOPIA-π: Interactive Learning of Socially Intelligent Language Agents ACL 2024
BAMBINO-LM: (Bilingual-)Human-Inspired Continual Pre-training of BabyLM ACL 2024
Sampling-based Safe Reinforcement Learning for Nonlinear Dynamical Systems AISTATS 2024
Reward Certification for Policy Smoothed Reinforcement Learning AAAI 2024
Assume-Guarantee Reinforcement Learning AAAI 2024