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
Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning	Mar 19, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	2
Dungeons and Data: A Large-Scale NetHack Dataset	Nov 1, 2022	Decision MakingNetHack	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
On Efficient Reinforcement Learning for Full-length Game of StarCraft II	Sep 23, 2022	CPUreinforcement-learning	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
AlphaStar Unplugged: Large-Scale Offline Reinforcement Learning	Aug 7, 2023	Offline RLreinforcement-learning	CodeCode Available	2
Efficient Episodic Memory Utilization of Cooperative Multi-Agent Reinforcement Learning	Mar 2, 2024	DecoderMulti-agent Reinforcement Learning	CodeCode Available	2
JaxMARL: Multi-Agent RL Environments and Algorithms in JAX	Nov 16, 2023	CPUGPU	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
LLM-PySC2: Starcraft II learning environment for Large Language Models	Nov 8, 2024	Decision MakingLanguage Modelling	CodeCode Available	2
ACE: Cooperative Multi-agent Q-learning with Bidirectional Action-Dependency	Nov 29, 2022	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	2
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
FACMAC: Factored Multi-Agent Centralised Policy Gradients	Mar 14, 2020	MuJoCoMulti-agent Reinforcement Learning	CodeCode Available	1
Randomized Entity-wise Factorization for Multi-Agent Reinforcement Learning	Jun 7, 2020	counterfactualMulti-agent Reinforcement Learning	CodeCode Available	1
DefogGAN: Predicting Hidden Information in the StarCraft Fog of War with Generative Adversarial Nets	Mar 4, 2020	Starcraft	CodeCode Available	1
Decomposed Soft Actor-Critic Method for Cooperative Multi-Agent Reinforcement Learning	Apr 14, 2021	counterfactualDeep Reinforcement Learning	CodeCode Available	1
CTDS: Centralized Teacher with Decentralized Student for Multi-Agent Reinforcement Learning	Mar 16, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Deep Implicit Coordination Graphs for Multi-agent Reinforcement Learning	Jun 19, 2020	Graph Neural NetworkMulti-agent Reinforcement Learning	CodeCode Available	1
DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning	Feb 16, 2021	Multi-agent Reinforcement LearningQ-Learning	CodeCode Available	1
Agent-Temporal Attention for Reward Redistribution in Episodic Multi-Agent Reinforcement Learning	Jan 12, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Applying supervised and reinforcement learning methods to create neural-network-based agents for playing StarCraft II	Sep 26, 2021	GPUStarcraft	CodeCode Available	1
Attacking Cooperative Multi-Agent Reinforcement Learning by Adversarial Minority Influence	Feb 7, 2023	Continuous ControlMuJoCo	CodeCode Available	1
Counterfactual Multi-Agent Policy Gradients	May 24, 2017	Autonomous Vehiclescounterfactual	CodeCode Available	1
Context-Aware Sparse Deep Coordination Graphs	Jun 5, 2021	graph constructionGraph Learning	CodeCode Available	1

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