Starcraft

Starcraft I is a RTS game; the task is to train an agent to play the game.

( Image credit: Macro Action Selection with Deep Reinforcement Learning in StarCraft )

Papers

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Showing 251–275 of 311 papers

Title	Date	Tasks	Status	Hype
SMIX(λ): Enhancing Centralized Value Functions for Cooperative Multi-Agent Reinforcement Learning	Nov 11, 2019	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	0
A Narration-based Reward Shaping Approach using Grounded Natural Language Commands	Oct 31, 2019	Deep Reinforcement LearningReinforcement Learning	—Unverified	0
A Structured Prediction Approach for Generalization in Cooperative Multi-Agent Reinforcement Learning	Oct 19, 2019	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	0
Learning Nearly Decomposable Value Functions Via Communication Minimization	Oct 11, 2019	Reinforcement LearningStarcraft	—Unverified	0
Deep Coordination Graphs	Sep 27, 2019	Multi-agent Reinforcement LearningQ-Learning	CodeCode Available	0
Efficient Communication in Multi-Agent Reinforcement Learning via Variance Based Control	Sep 6, 2019	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	0
Action Semantics Network: Considering the Effects of Actions in Multiagent Systems	Jul 26, 2019	Deep Reinforcement LearningReinforcement Learning	CodeCode Available	0
Arena: a toolkit for Multi-Agent Reinforcement Learning	Jul 20, 2019	Multi-agent Reinforcement LearningOpenAI Gym	CodeCode Available	0
Learning a Behavioral Repertoire from Demonstrations	Jul 5, 2019	Imitation LearningReinforcement Learning	—Unverified	0
Growing Action Spaces	Jun 28, 2019	reinforcement-learningReinforcement Learning	CodeCode Available	0
Explainable Reinforcement Learning Through a Causal Lens	May 27, 2019	counterfactualreinforcement-learning	CodeCode Available	0
Deep reinforcement learning with relational inductive biases	May 1, 2019	Deep Reinforcement Learningreinforcement-learning	—Unverified	0
Grounding Natural Language Commands to StarCraft II Game States for Narration-Guided Reinforcement Learning	Apr 24, 2019	Deep Reinforcement LearningReinforcement Learning	—Unverified	0
Efficient Reinforcement Learning for StarCraft by Abstract Forward Models and Transfer Learning	Mar 2, 2019	reinforcement-learningReinforcement Learning	CodeCode Available	0
Neural-encoding Human Experts' Domain Knowledge to Warm Start Reinforcement Learning	Feb 15, 2019	Deep Reinforcement LearningImitation Learning	CodeCode Available	0
The StarCraft Multi-Agent Challenge	Feb 11, 2019	BenchmarkingMuJoCo	CodeCode Available	1
Dungeon Crawl Stone Soup as an Evaluation Domain for Artificial Intelligence	Feb 5, 2019	StarcraftStarcraft II	—Unverified	0
The Natural Language of Actions	Feb 4, 2019	reinforcement-learningReinforcement Learning	CodeCode Available	0
StarAlgo: A Squad Movement Planning Library for StarCraft using Monte Carlo Tree Search and Negamax	Dec 29, 2018	Real-Time Strategy GamesStarcraft	CodeCode Available	0
Learning when to Communicate at Scale in Multiagent Cooperative and Competitive Tasks	Dec 23, 2018	Starcraft	CodeCode Available	0
Variational Saccading: Efficient Inference for Large Resolution Images	Dec 8, 2018	General Classificationimage-classification	CodeCode Available	0
Towards Accurate Generative Models of Video: A New Metric & Challenges	Dec 3, 2018	DiversityRepresentation Learning	CodeCode Available	1
Macro action selection with deep reinforcement learning in StarCraft	Dec 2, 2018	Deep Reinforcement LearningReal-Time Strategy Games	CodeCode Available	0
Clear the Fog: Combat Value Assessment in Incomplete Information Games with Convolutional Encoder-Decoders	Nov 30, 2018	Decision MakingDecoder	CodeCode Available	0
Forward Modeling for Partial Observation Strategy Games - A StarCraft Defogger	Nov 30, 2018	DecoderReal-Time Strategy Games	CodeCode Available	0

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