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 1–25 of 311 papers

Title	Date	Tasks	Status	Hype
Hierarchical Expert Prompt for Large-Language-Model: An Approach Defeat Elite AI in TextStarCraft II for the First Time	Feb 16, 2025	Decision MakingLanguage Modeling	CodeCode Available	2
LLM-PySC2: Starcraft II learning environment for Large Language Models	Nov 8, 2024	Decision MakingLanguage Modelling	CodeCode Available	2
A New Approach to Solving SMAC Task: Generating Decision Tree Code from Large Language Models	Oct 21, 2024	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	2
Efficient Episodic Memory Utilization of Cooperative Multi-Agent Reinforcement Learning	Mar 2, 2024	DecoderMulti-agent Reinforcement Learning	CodeCode Available	2
Large Language Models Play StarCraft II: Benchmarks and A Chain of Summarization Approach	Dec 19, 2023	Language ModellingLarge Language Model	CodeCode Available	2
JaxMARL: Multi-Agent RL Environments and Algorithms in JAX	Nov 16, 2023	CPUGPU	CodeCode Available	2
AlphaStar Unplugged: Large-Scale Offline Reinforcement Learning	Aug 7, 2023	Offline RLreinforcement-learning	CodeCode Available	2
Maximum Entropy Heterogeneous-Agent Reinforcement Learning	Jun 19, 2023	MuJoCoMulti-agent Reinforcement Learning	CodeCode Available	2
SMACv2: An Improved Benchmark for Cooperative Multi-Agent Reinforcement Learning	Dec 14, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	2
ACE: Cooperative Multi-agent Q-learning with Bidirectional Action-Dependency	Nov 29, 2022	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	2
Dungeons and Data: A Large-Scale NetHack Dataset	Nov 1, 2022	Decision MakingNetHack	CodeCode Available	2
On Efficient Reinforcement Learning for Full-length Game of StarCraft II	Sep 23, 2022	CPUreinforcement-learning	CodeCode Available	2
Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning	Mar 19, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	2
A Benchmark for Generalizing Across Diverse Team Strategies in Competitive Pokémon	Jun 12, 2025	Large Language ModelStarcraft	CodeCode Available	1
AVA: Attentive VLM Agent for Mastering StarCraft II	Mar 7, 2025	Retrieval-augmented GenerationSMAC	CodeCode Available	1
Trajectory-Class-Aware Multi-Agent Reinforcement Learning	Mar 3, 2025	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
SMAC-Hard: Enabling Mixed Opponent Strategy Script and Self-play on SMAC	Dec 23, 2024	BenchmarkingMulti-agent Reinforcement Learning	CodeCode Available	1
Kaleidoscope: Learnable Masks for Heterogeneous Multi-agent Reinforcement Learning	Oct 11, 2024	DiversityMuJoCo	CodeCode Available	1
Assigning Credit with Partial Reward Decoupling in Multi-Agent Proximal Policy Optimization	Aug 8, 2024	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Individual Contributions as Intrinsic Exploration Scaffolds for Multi-agent Reinforcement Learning	May 28, 2024	Multi-agent Reinforcement LearningSMAC	CodeCode Available	1
Group-Aware Coordination Graph for Multi-Agent Reinforcement Learning	Apr 17, 2024	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	1
N-Agent Ad Hoc Teamwork	Apr 16, 2024	Autonomous DrivingMulti-agent Reinforcement Learning	CodeCode Available	1
SwarmBrain: Embodied agent for real-time strategy game StarCraft II via large language models	Jan 31, 2024	StarcraftStarcraft II	CodeCode Available	1
FoX: Formation-aware exploration in multi-agent reinforcement learning	Aug 22, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Offline Multi-Agent Reinforcement Learning with Implicit Global-to-Local Value Regularization	Jul 21, 2023	ManagementMuJoCo	CodeCode Available	1

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