Starcraft II

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

( Image credit: The StarCraft Multi-Agent Challenge )

Papers

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Showing 151–175 of 175 papers

Title	Date	Tasks	Status
Heterogeneous Learning from Demonstration	Jan 27, 2020	Bayesian InferenceStarcraft	—Unverified
A Narration-based Reward Shaping Approach using Grounded Natural Language Commands	Oct 31, 2019	Deep Reinforcement LearningReinforcement Learning	—Unverified
Deep Coordination Graphs	Sep 27, 2019	Multi-agent Reinforcement LearningQ-Learning	CodeCode Available
Efficient Communication in Multi-Agent Reinforcement Learning via Variance Based Control	Sep 6, 2019	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available
Action Semantics Network: Considering the Effects of Actions in Multiagent Systems	Jul 26, 2019	Deep Reinforcement LearningReinforcement Learning	CodeCode Available
Arena: a toolkit for Multi-Agent Reinforcement Learning	Jul 20, 2019	Multi-agent Reinforcement LearningOpenAI Gym	CodeCode Available
Learning a Behavioral Repertoire from Demonstrations	Jul 5, 2019	Imitation LearningReinforcement Learning	—Unverified
Explainable Reinforcement Learning Through a Causal Lens	May 27, 2019	counterfactualreinforcement-learning	CodeCode Available
Deep reinforcement learning with relational inductive biases	May 1, 2019	Deep Reinforcement Learningreinforcement-learning	—Unverified
Grounding Natural Language Commands to StarCraft II Game States for Narration-Guided Reinforcement Learning	Apr 24, 2019	Deep Reinforcement LearningReinforcement Learning	—Unverified
Efficient Reinforcement Learning for StarCraft by Abstract Forward Models and Transfer Learning	Mar 2, 2019	reinforcement-learningReinforcement Learning	CodeCode Available
AlphaStar: An Evolutionary Computation Perspective	Feb 5, 2019	DiversityReinforcement Learning	—Unverified
Dungeon Crawl Stone Soup as an Evaluation Domain for Artificial Intelligence	Feb 5, 2019	StarcraftStarcraft II	—Unverified
The Natural Language of Actions	Feb 4, 2019	reinforcement-learningReinforcement Learning	CodeCode Available
Variational Saccading: Efficient Inference for Large Resolution Images	Dec 8, 2018	General Classificationimage-classification	CodeCode Available
Modular Architecture for StarCraft II with Deep Reinforcement Learning	Nov 8, 2018	Deep Reinforcement Learningreinforcement-learning	—Unverified
Multi-Agent Common Knowledge Reinforcement Learning	Oct 27, 2018	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available
On Reinforcement Learning for Full-length Game of StarCraft	Sep 23, 2018	CPUHierarchical Reinforcement Learning	—Unverified
TStarBots: Defeating the Cheating Level Builtin AI in StarCraft II in the Full Game	Sep 19, 2018	AI AgentDecision Making	CodeCode Available
Deep RTS: A Game Environment for Deep Reinforcement Learning in Real-Time Strategy Games	Aug 15, 2018	Deep Reinforcement LearningReal-Time Strategy Games	CodeCode Available
Asynchronous Advantage Actor-Critic Agent for Starcraft II	Jul 22, 2018	Deep Reinforcement Learningreinforcement-learning	—Unverified
Relational Deep Reinforcement Learning	Jun 5, 2018	Deep Reinforcement Learningreinforcement-learning	CodeCode Available
Towards a Deep Reinforcement Learning Approach for Tower Line Wars	Dec 17, 2017	Deep Reinforcement LearningQ-Learning	—Unverified
MSC: A Dataset for Macro-Management in StarCraft II	Oct 9, 2017	ManagementReal-Time Strategy Games	CodeCode Available
StarCraft II: A New Challenge for Reinforcement Learning	Aug 16, 2017	Deep Reinforcement LearningReal-Time Strategy Games	CodeCode Available

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