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 2051–2075 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
Is Reinforcement Learning (Not) for Natural Language Processing: Benchmarks, Baselines, and Building Blocks for Natural Language Policy Optimization	Oct 3, 2022	Decision MakingPolicy Gradient Methods	CodeCode Available	1	5
Bridging Imagination and Reality for Model-Based Deep Reinforcement Learning	Oct 23, 2020	Deep Reinforcement LearningModel-based Reinforcement Learning	CodeCode Available	1	5
A Consciousness-Inspired Planning Agent for Model-Based Reinforcement Learning	Jun 3, 2021	Deep Reinforcement LearningModel-based Reinforcement Learning	CodeCode Available	1	5
Is Q-learning Provably Efficient?	Jul 10, 2018	Q-LearningReinforcement Learning	CodeCode Available	1	5
CaiRL: A High-Performance Reinforcement Learning Environment Toolkit	Oct 3, 2022	OpenAI Gymreinforcement-learning	CodeCode Available	1	5
Bridging RL Theory and Practice with the Effective Horizon	Apr 19, 2023	Deep Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1	5
IRanker: Towards Ranking Foundation Model	Jun 25, 2025	GSM8Kmodel	CodeCode Available	1	5
B-Pref: Benchmarking Preference-Based Reinforcement Learning	Nov 4, 2021	Benchmarkingreinforcement-learning	CodeCode Available	1	5
An Application of Deep Reinforcement Learning to Algorithmic Trading	Apr 7, 2020	Algorithmic TradingDeep Reinforcement Learning	CodeCode Available	1	5
Is Independent Learning All You Need in the StarCraft Multi-Agent Challenge?	Nov 18, 2020	AllMulti-agent Reinforcement Learning	CodeCode Available	1	5
Iterative Amortized Policy Optimization	Oct 20, 2020	continuous-controlContinuous Control	CodeCode Available	1	5
Invariant Policy Optimization: Towards Stronger Generalization in Reinforcement Learning	Jun 1, 2020	Policy Gradient Methodsreinforcement-learning	CodeCode Available	1	5
Boosting Soft Actor-Critic: Emphasizing Recent Experience without Forgetting the Past	Jun 10, 2019	Deep Reinforcement LearningMuJoCo	CodeCode Available	1	5
Inverse Constrained Reinforcement Learning	Nov 19, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
BOME! Bilevel Optimization Made Easy: A Simple First-Order Approach	Sep 19, 2022	Bilevel OptimizationContinual Learning	CodeCode Available	1	5
Intrinsic Reward Driven Imitation Learning via Generative Model	Jun 26, 2020	Atari GamesImitation Learning	CodeCode Available	1	5
Interpretable End-to-end Urban Autonomous Driving with Latent Deep Reinforcement Learning	Jan 23, 2020	Autonomous DrivingDeep Reinforcement Learning	CodeCode Available	1	5
Blue River Controls: A toolkit for Reinforcement Learning Control Systems on Hardware	Jan 7, 2020	OpenAI Gymreinforcement-learning	CodeCode Available	1	5
Optimization Methods for Interpretable Differentiable Decision Trees in Reinforcement Learning	Mar 22, 2019	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
Intrusion Prevention through Optimal Stopping	Oct 30, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
Inverse Reinforcement Learning without Reinforcement Learning	Mar 26, 2023	continuous-controlContinuous Control	CodeCode Available	1	5
Interactive Machine Learning of Musical Gesture	Nov 26, 2020	BIG-bench Machine LearningReinforcement Learning (RL)	CodeCode Available	1	5
Interferobot: aligning an optical interferometer by a reinforcement learning agent	Jun 3, 2020	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
AdaRL: What, Where, and How to Adapt in Transfer Reinforcement Learning	Jul 6, 2021	Atari Gamesreinforcement-learning	CodeCode Available	1	5
Blockchain Framework for Artificial Intelligence Computation	Feb 23, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5

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Benchmark Results

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