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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–150 of 311 papers

Title	Date	Tasks	Status	Score
The Natural Language of Actions	Feb 4, 2019	reinforcement-learningReinforcement Learning	CodeCode Available	5
EXPODE: EXploiting POlicy Discrepancy for Efficient Exploration in Multi-agent Reinforcement Learning	May 30, 2023	Efficient ExplorationMulti-agent Reinforcement Learning	CodeCode Available	5
Explainable Reinforcement Learning Through a Causal Lens	May 27, 2019	counterfactualreinforcement-learning	CodeCode Available	5
StarAlgo: A Squad Movement Planning Library for StarCraft using Monte Carlo Tree Search and Negamax	Dec 29, 2018	Real-Time Strategy GamesStarcraft	CodeCode Available	5
FCMNet: Full Communication Memory Net for Team-Level Cooperation in Multi-Agent Systems	Jan 28, 2022	Decision Makingreinforcement-learning	CodeCode Available	5
StarCraft Micromanagement with Reinforcement Learning and Curriculum Transfer Learning	Apr 3, 2018	Real-Time Strategy Gamesreinforcement-learning	CodeCode Available	5
SMIX(λ): Enhancing Centralized Value Functions for Cooperative Multi-Agent Reinforcement Learning	Nov 11, 2019	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Self-Motivated Multi-Agent Exploration	Jan 5, 2023	Multi-agent Reinforcement LearningSMAC	CodeCode Available	5
Arena: a toolkit for Multi-Agent Reinforcement Learning	Jul 20, 2019	Multi-agent Reinforcement LearningOpenAI Gym	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
QVMix and QVMix-Max: Extending the Deep Quality-Value Family of Algorithms to Cooperative Multi-Agent Reinforcement Learning	Dec 22, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
RedDwarfData: a simplified dataset of StarCraft matches	Dec 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
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
Neural-encoding Human Experts' Domain Knowledge to Warm Start Reinforcement Learning	Feb 15, 2019	Deep Reinforcement LearningImitation 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
Clear the Fog: Combat Value Assessment in Incomplete Information Games with Convolutional Encoder-Decoders	Nov 30, 2018	Decision MakingDecoder	CodeCode Available	5
Action Semantics Network: Considering the Effects of Actions in Multiagent Systems	Jul 26, 2019	Deep Reinforcement LearningReinforcement Learning	CodeCode Available	5
PPS-QMIX: Periodically Parameter Sharing for Accelerating Convergence of Multi-Agent Reinforcement Learning	Mar 5, 2024	Federated LearningMulti-agent Reinforcement Learning	CodeCode Available	5
Relational Deep Reinforcement Learning	Jun 5, 2018	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	5
Cooperative Multi-Agent Reinforcement Learning with Hypergraph Convolution	Dec 9, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
On the Limitations of Elo: Real-World Games, are Transitive, not Additive	Jun 21, 2022	StarcraftStarcraft II	CodeCode Available	5
Carefully Structured Compression: Efficiently Managing StarCraft II Data	Oct 11, 2024	StarcraftStarcraft II	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
Novelty-Guided Data Reuse for Efficient and Diversified Multi-Agent Reinforcement Learning	Dec 20, 2024	DiversityMulti-agent Reinforcement Learning	CodeCode Available	5
Off-Policy Correction For Multi-Agent Reinforcement Learning	Nov 22, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Multi-platform Version of StarCraft: Brood War in a Docker Container: Technical Report	Jan 7, 2018	Real-Time Strategy GamesStarcraft	CodeCode Available	5
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	5
A Dataset for StarCraft AI \& an Example of Armies Clustering	Nov 19, 2012	ClusteringReal-Time Strategy Games	CodeCode Available	5
Multi-Agent Common Knowledge Reinforcement Learning	Oct 27, 2018	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
MazeBase: A Sandbox for Learning from Games	Nov 23, 2015	NegationReinforcement Learning	CodeCode Available	5
Deep Coordination Graphs	Sep 27, 2019	Multi-agent Reinforcement LearningQ-Learning	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
Inferring Latent Temporal Sparse Coordination Graph for Multi-Agent Reinforcement Learning	Mar 28, 2024	Graph LearningMulti-agent Reinforcement Learning	CodeCode Available	5
MAC-PO: Multi-Agent Experience Replay via Collective Priority Optimization	Feb 21, 2023	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	5
Learning Nearly Decomposable Value Functions Via Communication Minimization	Oct 11, 2019	Reinforcement LearningStarcraft	CodeCode Available	5
Decision-making with Speculative Opponent Models	Nov 22, 2022	Decision MakingSMAC	CodeCode Available	5
Decentralized Transformers with Centralized Aggregation are Sample-Efficient Multi-Agent World Models	Jun 22, 2024	Reinforcement Learning (RL)SMAC	CodeCode Available	5
Learning when to Communicate at Scale in Multiagent Cooperative and Competitive Tasks	Dec 23, 2018	Starcraft	CodeCode Available	5
Macro action selection with deep reinforcement learning in StarCraft	Dec 2, 2018	Deep Reinforcement LearningReal-Time Strategy Games	CodeCode Available	5
PMAT: Optimizing Action Generation Order in Multi-Agent Reinforcement Learning	Feb 23, 2025	Action GenerationDecision Making	CodeCode Available	5
Learning Explicit Credit Assignment for Cooperative Multi-Agent Reinforcement Learning via Polarization Policy Gradient	Oct 10, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Hybrid Training for Enhanced Multi-task Generalization in Multi-agent Reinforcement Learning	Aug 24, 2024	Multi-agent Reinforcement LearningStarcraft	—Unverified	0
Human-like Bots for Tactical Shooters Using Compute-Efficient Sensors	Dec 30, 2024	CPUImitation Learning	—Unverified	0

Show:10 25 50

← PrevPage 3 of 7Next →

No leaderboard results yet.