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

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Showing 381–390 of 15113 papers

Title	Date	Tasks	Status	Hype
Simulation to Scaled City: Zero-Shot Policy Transfer for Traffic Control via Autonomous Vehicles	Dec 14, 2018	Autonomous VehiclesDeep Reinforcement Learning	CodeCode Available	2
Visual Reinforcement Learning with Imagined Goals	Jul 12, 2018	reinforcement-learningReinforcement Learning	CodeCode Available	2
Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models	May 30, 2018	Deep Reinforcement LearningModel-based Reinforcement Learning	CodeCode Available	2
Accelerated Methods for Deep Reinforcement Learning	Mar 7, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	2
SQLNet: Generating Structured Queries From Natural Language Without Reinforcement Learning	Nov 13, 2017	Decoderreinforcement-learning	CodeCode Available	2
Flow: A Modular Learning Framework for Mixed Autonomy Traffic	Oct 16, 2017	Autonomous VehiclesDeep Reinforcement Learning	CodeCode Available	2
Learning through Dialogue Interactions by Asking Questions	Dec 15, 2016	reinforcement-learningReinforcement Learning	CodeCode Available	2
Dialogue Learning With Human-In-The-Loop	Nov 29, 2016	Question Answeringreinforcement-learning	CodeCode Available	2
Benchmarking Deep Reinforcement Learning for Continuous Control	Apr 22, 2016	Action Triplet RecognitionAtari Games	CodeCode Available	2
A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning	Dec 12, 2010	Bayesian OptimizationHierarchical Reinforcement Learning	CodeCode Available	2

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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