Reinforcement Learning (RL)

Reinforcement Learning (RL) involves training an agent to take actions in an environment to maximize a cumulative reward signal. The agent interacts with the environment and learns by receiving feedback in the form of rewards or punishments for its actions. The goal of reinforcement learning is to find the optimal policy or decision-making strategy that maximizes the long-term reward.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 676–700 of 15113 papers

Title	Date	Tasks	Status	Hype
Aligning Language Models with Human Preferences via a Bayesian Approach	Oct 9, 2023	Contrastive LearningReinforcement Learning (RL)	CodeCode Available	1
Safe Deep Policy Adaptation	Oct 8, 2023	reinforcement-learningReinforcement Learning	CodeCode Available	1
GEAR: A GPU-Centric Experience Replay System for Large Reinforcement Learning Models	Oct 8, 2023	GPUReinforcement Learning (RL)	CodeCode Available	1
Beyond Uniform Sampling: Offline Reinforcement Learning with Imbalanced Datasets	Oct 6, 2023	D4RLDecision Making	CodeCode Available	1
Self-Supervised Neuron Segmentation with Multi-Agent Reinforcement Learning	Oct 6, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Discovering General Reinforcement Learning Algorithms with Adversarial Environment Design	Oct 4, 2023	Deep Reinforcement LearningGeneral Reinforcement Learning	CodeCode Available	1
PGDQN: Preference-Guided Deep Q-Network	Oct 3, 2023	Atari GamesBenchmarking	CodeCode Available	1
Improving Planning with Large Language Models: A Modular Agentic Architecture	Sep 30, 2023	In-Context LearningReinforcement Learning (RL)	CodeCode Available	1
Consistency Models as a Rich and Efficient Policy Class for Reinforcement Learning	Sep 29, 2023	Image GenerationOffline RL	CodeCode Available	1
AdaRefiner: Refining Decisions of Language Models with Adaptive Feedback	Sep 29, 2023	Common Sense ReasoningDecision Making	CodeCode Available	1
Motif: Intrinsic Motivation from Artificial Intelligence Feedback	Sep 29, 2023	Decision MakingLanguage Modeling	CodeCode Available	1
Zero-Shot Reinforcement Learning from Low Quality Data	Sep 26, 2023	Offline RLreinforcement-learning	CodeCode Available	1
Recurrent Hypernetworks are Surprisingly Strong in Meta-RL	Sep 26, 2023	Deep Reinforcement LearningFew-Shot Learning	CodeCode Available	1
Enhancing data efficiency in reinforcement learning: a novel imagination mechanism based on mesh information propagation	Sep 25, 2023	Reinforcement Learning (RL)	CodeCode Available	1
KuaiSim: A Comprehensive Simulator for Recommender Systems	Sep 22, 2023	Recommendation SystemsReinforcement Learning (RL)	CodeCode Available	1
Physics-constrained robust learning of open-form partial differential equations from limited and noisy data	Sep 14, 2023	FormReinforcement Learning (RL)	CodeCode Available	1
VAPOR: Legged Robot Navigation in Outdoor Vegetation Using Offline Reinforcement Learning	Sep 14, 2023	Offline RLreinforcement-learning	CodeCode Available	1
Toward Discretization-Consistent Closure Schemes for Large Eddy Simulation Using Reinforcement Learning	Sep 12, 2023	Reinforcement Learning (RL)	CodeCode Available	1
Reasoning with Latent Diffusion in Offline Reinforcement Learning	Sep 12, 2023	D4RLOffline RL	CodeCode Available	1
Prompt to Transfer: Sim-to-Real Transfer for Traffic Signal Control with Prompt Learning	Aug 28, 2023	Prompt LearningReinforcement Learning (RL)	CodeCode Available	1
Language Reward Modulation for Pretraining Reinforcement Learning	Aug 23, 2023	reinforcement-learningReinforcement Learning	CodeCode Available	1
Dialogue for Prompting: a Policy-Gradient-Based Discrete Prompt Generation for Few-shot Learning	Aug 14, 2023	Few-Shot LearningReinforcement Learning (RL)	CodeCode Available	1
Reinforcement Learning for Financial Index Tracking	Aug 5, 2023	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
ESRL: Efficient Sampling-based Reinforcement Learning for Sequence Generation	Aug 4, 2023	Abstractive Text SummarizationLanguage Modeling	CodeCode Available	1
qgym: A Gym for Training and Benchmarking RL-Based Quantum Compilation	Aug 1, 2023	BenchmarkingOpenAI Gym	CodeCode Available	1

Show:10 25 50

← PrevPage 28 of 605Next →

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PPG	Mean Normalized Performance	0.76	—	Unverified
2	PPO	Mean Normalized Performance	0.58	—	Unverified