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 2151–2175 of 15113 papers

Title	Date	Tasks	Status	Hype
AutoPhase: Compiler Phase-Ordering for High Level Synthesis with Deep Reinforcement Learning	Jan 15, 2019	Deep Reinforcement LearningHigh-Level Synthesis	CodeCode Available	1
SNAS: Stochastic Neural Architecture Search	Dec 24, 2018	Neural Architecture Searchreinforcement-learning	CodeCode Available	1
Soft Actor-Critic Algorithms and Applications	Dec 13, 2018	Decision Makingreinforcement-learning	CodeCode Available	1
Off-Policy Deep Reinforcement Learning without Exploration	Dec 7, 2018	continuous-controlContinuous Control	CodeCode Available	1
Quantifying Generalization in Reinforcement Learning	Dec 6, 2018	Data AugmentationDeep Reinforcement Learning	CodeCode Available	1
An Introduction to Deep Reinforcement Learning	Nov 30, 2018	BIG-bench Machine LearningDecision Making	CodeCode Available	1
Bayesian Action Decoder for Deep Multi-Agent Reinforcement Learning	Nov 4, 2018	DecoderMulti-agent Reinforcement Learning	CodeCode Available	1
Exploration by Random Network Distillation	Oct 30, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Gated Hierarchical Attention for Image Captioning	Oct 30, 2018	DecoderImage Captioning	CodeCode Available	1
Model-Based Active Exploration	Oct 29, 2018	Efficient Explorationmodel	CodeCode Available	1
Deep Reinforcement Learning based Recommendation with Explicit User-Item Interactions Modeling	Oct 29, 2018	Collaborative FilteringDecision Making	CodeCode Available	1
Making Sense of Vision and Touch: Self-Supervised Learning of Multimodal Representations for Contact-Rich Tasks	Oct 24, 2018	Contact-rich ManipulationDeep Reinforcement Learning	CodeCode Available	1
Social Influence as Intrinsic Motivation for Multi-Agent Deep Reinforcement Learning	Oct 19, 2018	counterfactualCounterfactual Reasoning	CodeCode Available	1
Optimization of Molecules via Deep Reinforcement Learning	Oct 19, 2018	Deep Reinforcement LearningMolecular Graph Generation	CodeCode Available	1
Parametrized Deep Q-Networks Learning: Reinforcement Learning with Discrete-Continuous Hybrid Action Space	Oct 10, 2018	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Fast Context Adaptation via Meta-Learning	Oct 8, 2018	General ClassificationMeta-Learning	CodeCode Available	1
Actor-Attention-Critic for Multi-Agent Reinforcement Learning	Oct 5, 2018	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Solving Statistical Mechanics Using Variational Autoregressive Networks	Sep 27, 2018	reinforcement-learningReinforcement Learning	CodeCode Available	1
Crowd-Robot Interaction: Crowd-aware Robot Navigation with Attention-based Deep Reinforcement Learning	Sep 24, 2018	Deep Reinforcement LearningHuman Dynamics	CodeCode Available	1
Generalizing Across Multi-Objective Reward Functions in Deep Reinforcement Learning	Sep 17, 2018	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Negative Update Intervals in Deep Multi-Agent Reinforcement Learning	Sep 13, 2018	Multi-agent Reinforcement LearningQ-Learning	CodeCode Available	1
SAI, a Sensible Artificial Intelligence that plays Go	Sep 11, 2018	Positionreinforcement-learning	CodeCode Available	1
Multi-Hop Knowledge Graph Reasoning with Reward Shaping	Aug 31, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
Decoupling Strategy and Generation in Negotiation Dialogues	Aug 29, 2018	reinforcement-learningReinforcement Learning	CodeCode Available	1
Adversarial Deep Reinforcement Learning in Portfolio Management	Aug 29, 2018	Deep Reinforcement LearningManagement	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