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 351–360 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
Assessment of Reinforcement Learning for Macro Placement	Feb 21, 2023	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	2	5
ARPO:End-to-End Policy Optimization for GUI Agents with Experience Replay	May 22, 2025	reinforcement-learningReinforcement Learning	CodeCode Available	2	5
MBRL-Lib: A Modular Library for Model-based Reinforcement Learning	Apr 20, 2021	Model-based Reinforcement Learningreinforcement-learning	CodeCode Available	2	5
Med-R1: Reinforcement Learning for Generalizable Medical Reasoning in Vision-Language Models	Mar 18, 2025	AnatomyAttribute	CodeCode Available	2	5
Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models	May 30, 2018	Deep Reinforcement LearningModel-based Reinforcement Learning	CodeCode Available	2	5
AMAGO-2: Breaking the Multi-Task Barrier in Meta-Reinforcement Learning with Transformers	Nov 17, 2024	In-Context LearningMeta-Learning	CodeCode Available	2	5
Developing A Multi-Agent and Self-Adaptive Framework with Deep Reinforcement Learning for Dynamic Portfolio Risk Management	Feb 1, 2024	Deep Reinforcement LearningManagement	CodeCode Available	2	5
Decoupling Representation Learning from Reinforcement Learning	Sep 14, 2020	Data AugmentationDeep Reinforcement Learning	CodeCode Available	2	5
DayDreamer: World Models for Physical Robot Learning	Jun 28, 2022	Deep Reinforcement LearningNavigate	CodeCode Available	2	5
Datasets and Benchmarks for Offline Safe Reinforcement Learning	Jun 15, 2023	Autonomous DrivingBenchmarking	CodeCode Available	2	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