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 101–125 of 311 papers

Title	Date	Tasks	Status	Score
EXPODE: EXploiting POlicy Discrepancy for Efficient Exploration in Multi-agent Reinforcement Learning	May 30, 2023	Efficient ExplorationMulti-agent Reinforcement Learning	CodeCode Available	5
PAC: Assisted Value Factorisation with Counterfactual Predictions in Multi-Agent Reinforcement Learning	Jun 22, 2022	counterfactualMulti-agent Reinforcement Learning	CodeCode Available	5
Explainable Reinforcement Learning Through a Causal Lens	May 27, 2019	counterfactualreinforcement-learning	CodeCode Available	5
On the Limitations of Elo: Real-World Games, are Transitive, not Additive	Jun 21, 2022	StarcraftStarcraft II	CodeCode Available	5
Off-Policy Correction For Multi-Agent Reinforcement Learning	Nov 22, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Arena: a toolkit for Multi-Agent Reinforcement Learning	Jul 20, 2019	Multi-agent Reinforcement LearningOpenAI Gym	CodeCode Available	5
Novelty-Guided Data Reuse for Efficient and Diversified Multi-Agent Reinforcement Learning	Dec 20, 2024	DiversityMulti-agent Reinforcement Learning	CodeCode Available	5
PMAT: Optimizing Action Generation Order in Multi-Agent Reinforcement Learning	Feb 23, 2025	Action GenerationDecision Making	CodeCode Available	5
STARDATA: A StarCraft AI Research Dataset	Aug 7, 2017	DiversityImitation Learning	CodeCode Available	5
A Structured Prediction Approach for Generalization in Cooperative Multi-Agent Reinforcement Learning	Oct 19, 2019	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
MSC: A Dataset for Macro-Management in StarCraft II	Oct 9, 2017	ManagementReal-Time Strategy Games	CodeCode Available	5
Multiagent Bidirectionally-Coordinated Nets: Emergence of Human-level Coordination in Learning to Play StarCraft Combat Games	Mar 29, 2017	Starcraft	CodeCode Available	5
ELF: An Extensive, Lightweight and Flexible Research Platform for Real-time Strategy Games	Jul 4, 2017	Atari GamesGPU	CodeCode Available	5
Efficient Reinforcement Learning for StarCraft by Abstract Forward Models and Transfer Learning	Mar 2, 2019	reinforcement-learningReinforcement Learning	CodeCode Available	5
CODEX: A Cluster-Based Method for Explainable Reinforcement Learning	Dec 7, 2023	Clusteringcounterfactual	CodeCode Available	5
MazeBase: A Sandbox for Learning from Games	Nov 23, 2015	NegationReinforcement Learning	CodeCode Available	5
Multi-Agent Common Knowledge Reinforcement Learning	Oct 27, 2018	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Efficient Communication in Multi-Agent Reinforcement Learning via Variance Based Control	Sep 6, 2019	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Coach-assisted Multi-Agent Reinforcement Learning Framework for Unexpected Crashed Agents	Mar 16, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
MCMARL: Parameterizing Value Function via Mixture of Categorical Distributions for Multi-Agent Reinforcement Learning	Feb 21, 2022	Multi-agent Reinforcement LearningStarcraft	CodeCode Available	5
A Framework for Understanding and Visualizing Strategies of RL Agents	Aug 17, 2022	EthicsStarcraft	CodeCode Available	5
DM^2: Decentralized Multi-Agent Reinforcement Learning for Distribution Matching	Jun 1, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Action Semantics Network: Considering the Effects of Actions in Multiagent Systems	Jul 26, 2019	Deep Reinforcement LearningReinforcement Learning	CodeCode Available	5
Clear the Fog: Combat Value Assessment in Incomplete Information Games with Convolutional Encoder-Decoders	Nov 30, 2018	Decision MakingDecoder	CodeCode Available	5
Macro action selection with deep reinforcement learning in StarCraft	Dec 2, 2018	Deep Reinforcement LearningReal-Time Strategy Games	CodeCode Available	5

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