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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

Sample-Efficient Reinforcement Learning with loglog(T) Switching Cost ICML 2022
EqR: Equivariant Representations for Data-Efficient Reinforcement Learning ICML 2022
Optimizing Tensor Network Contraction Using Reinforcement Learning ICML 2022
DiffG-RL: Leveraging Difference between Environment State and Common Sense EMNLP 2022
Zero-Shot Reward Specification via Grounded Natural Language ICML 2022
Is MultiWOZ a Solved Task? An Interactive TOD Evaluation Framework with User Simulator EMNLP 2022
RL with KL penalties is better viewed as Bayesian inference EMNLP 2022
Delayed Reinforcement Learning by Imitation ICML 2022
DocInfer: Document-level Natural Language Inference using Optimal Evidence Selection EMNLP 2022
Scalable Deep Reinforcement Learning Algorithms for Mean Field Games ICML 2022
Generative Cooperative Networks for Natural Language Generation ICML 2022
Curriculum Reinforcement Learning via Constrained Optimal Transport ICML 2022
Learning-based Optimisation of Particle Accelerators Under Partial Observability Without Real-World Training ICML 2022
LeNSE: Learning To Navigate Subgraph Embeddings for Large-Scale Combinatorial Optimisation ICML 2022
Feature and Instance Joint Selection: A Reinforcement Learning Perspective IJCAI 2022
Blocks Assemble! Learning to Assemble with Large-Scale Structured Reinforcement Learning ICML 2022
A data-driven approach for learning to control computers ICML 2022
PAGE-PG: A Simple and Loopless Variance-Reduced Policy Gradient Method with Probabilistic Gradient Estimation ICML 2022
Off-Policy Fitted Q-Evaluation with Differentiable Function Approximators: Z-Estimation and Inference Theory ICML 2022
Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal control ICML 2022
Robust Deep Reinforcement Learning through Bootstrapped Opportunistic Curriculum ICML 2022
Understanding Policy Gradient Algorithms: A Sensitivity-Based Approach ICML 2022
Training Characteristic Functions with Reinforcement Learning: XAI-methods play Connect Four ICML 2022
Regret Bounds for Stochastic Shortest Path Problems with Linear Function Approximation ICML 2022
AnyMorph: Learning Transferable Polices By Inferring Agent Morphology ICML 2022