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 1901–1910 of 15113 papers

Title	Date	Tasks	Status	Hype
Robot Perception enables Complex Navigation Behavior via Self-Supervised Learning	Jun 16, 2020	Reinforcement Learning (RL)Self-Supervised Learning	CodeCode Available	1
Model-based Adversarial Meta-Reinforcement Learning	Jun 16, 2020	continuous-controlContinuous Control	CodeCode Available	1
AWAC: Accelerating Online Reinforcement Learning with Offline Datasets	Jun 16, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	1
Agent Modelling under Partial Observability for Deep Reinforcement Learning	Jun 16, 2020	DecoderDeep Reinforcement Learning	CodeCode Available	1
Analytic Manifold Learning: Unifying and Evaluating Representations for Continuous Control	Jun 15, 2020	continuous-controlContinuous Control	CodeCode Available	1
MetaCURE: Meta Reinforcement Learning with Empowerment-Driven Exploration	Jun 15, 2020	Efficient ExplorationMeta Reinforcement Learning	CodeCode Available	1
Efficient Model-Based Reinforcement Learning through Optimistic Policy Search and Planning	Jun 15, 2020	Model-based Reinforcement Learningreinforcement-learning	CodeCode Available	1
Pipeline PSRO: A Scalable Approach for Finding Approximate Nash Equilibria in Large Games	Jun 15, 2020	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks	Jun 14, 2020	BenchmarkingDeep Reinforcement Learning	CodeCode Available	1
TorsionNet: A Reinforcement Learning Approach to Sequential Conformer Search	Jun 12, 2020	Computational chemistryreinforcement-learning	CodeCode Available	1

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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