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 3076–3100 of 15113 papers

Title	Date	Tasks	Status	Score
Learning to Communicate Functional States with Nonverbal Expressions for Improved Human-Robot Collaboration	Apr 30, 2024	Reinforcement Learning (RL)	CodeCode Available	5
A Study on Overfitting in Deep Reinforcement Learning	Apr 18, 2018	Deep Reinforcement LearningInductive Bias	CodeCode Available	5
Hybrid Code Networks: practical and efficient end-to-end dialog control with supervised and reinforcement learning	Feb 10, 2017	reinforcement-learningReinforcement Learning	CodeCode Available	5
ARES: Alternating Reinforcement Learning and Supervised Fine-Tuning for Enhanced Multi-Modal Chain-of-Thought Reasoning Through Diverse AI Feedback	Jun 25, 2024	Reinforcement Learning (RL)Sentence	CodeCode Available	5
Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning	Apr 10, 2018	Deep Reinforcement LearningImage Restoration	CodeCode Available	5
Crafting desirable climate trajectories with RL explored socio-environmental simulations	Oct 9, 2024	Decision MakingDecision Making Under Uncertainty	CodeCode Available	5
Constraint Sampling Reinforcement Learning: Incorporating Expertise For Faster Learning	Dec 30, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	5
Weak Human Preference Supervision For Deep Reinforcement Learning	Jul 25, 2020	Deep Reinforcement LearningMuJoCo	CodeCode Available	5
CRC-RL: A Novel Visual Feature Representation Architecture for Unsupervised Reinforcement Learning	Jan 31, 2023	Decoderreinforcement-learning	CodeCode Available	5
Hybrid Actor-Critic Reinforcement Learning in Parameterized Action Space	Mar 4, 2019	reinforcement-learningReinforcement Learning	CodeCode Available	5
Learning to Drive in a Day	Jul 1, 2018	Autonomous DrivingDeep Reinforcement Learning	CodeCode Available	5
Hybrid Reinforcement Learning with Expert State Sequences	Mar 11, 2019	Atari GamesImitation Learning	CodeCode Available	5
Hyp-RL : Hyperparameter Optimization by Reinforcement Learning	Jun 27, 2019	Bayesian OptimizationHyperparameter Optimization	CodeCode Available	5
Human level control through deep reinforcement learning	Feb 25, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Learning to Generalize for Sequential Decision Making	Oct 5, 2020	Decision MakingImitation Learning	CodeCode Available	5
Human-guided Robot Behavior Learning: A GAN-assisted Preference-based Reinforcement Learning Approach	Oct 15, 2020	Generative Adversarial NetworkMuJoCo	CodeCode Available	5
Arena: a toolkit for Multi-Agent Reinforcement Learning	Jul 20, 2019	Multi-agent Reinforcement LearningOpenAI Gym	CodeCode Available	5
Human-Inspired Framework to Accelerate Reinforcement Learning	Feb 28, 2023	Decision Makingreinforcement-learning	CodeCode Available	5
A Reminder of its Brittleness: Language Reward Shaping May Hinder Learning for Instruction Following Agents	May 26, 2023	Instruction FollowingReinforcement Learning (RL)	CodeCode Available	5
HTMRL: Biologically Plausible Reinforcement Learning with Hierarchical Temporal Memory	Sep 18, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	5
HRL4IN: Hierarchical Reinforcement Learning for Interactive Navigation with Mobile Manipulators	Oct 24, 2019	Hierarchical Reinforcement Learningreinforcement-learning	CodeCode Available	5
Reward Shaping for Human Learning via Inverse Reinforcement Learning	Feb 25, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	5
Human-Level Control without Server-Grade Hardware	Nov 1, 2021	Cloud ComputingCPU	CodeCode Available	5
How to Build User Simulators to Train RL-based Dialog Systems	Sep 3, 2019	Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	5
How to Make Deep RL Work in Practice	Oct 25, 2020	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	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