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 51–100 of 175 papers

Title	Date	Tasks	Status	Hype
QMIX: Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning	Mar 30, 2018	Multi-agent Reinforcement Learningreinforcement-learning	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
Perceiver IO: A General Architecture for Structured Inputs & Outputs	Jul 30, 2021	Optical Flow EstimationStarcraft	CodeCode Available	1
FoX: Formation-aware exploration in multi-agent reinforcement learning	Aug 22, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Context-Aware Sparse Deep Coordination Graphs	Jun 5, 2021	graph constructionGraph Learning	CodeCode Available	1
Graph Convolutional Value Decomposition in Multi-Agent Reinforcement Learning	Oct 9, 2020	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1
Group-Aware Coordination Graph for Multi-Agent Reinforcement Learning	Apr 17, 2024	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	1
Gym-μRTS: Toward Affordable Full Game Real-time Strategy Games Research with Deep Reinforcement Learning	May 21, 2021	Deep Reinforcement LearningGPU	CodeCode Available	1
Cooperative Multi-Agent Reinforcement Learning with Sequential Credit Assignment	May 21, 2021	counterfactualMulti-agent Reinforcement Learning	CodeCode Available	1
Offline Multi-Agent Reinforcement Learning with Coupled Value Factorization	Jun 15, 2023	ManagementMulti-agent Reinforcement Learning	—Unverified	0
AIIR-MIX: Multi-Agent Reinforcement Learning Meets Attention Individual Intrinsic Reward Mixing Network	Feb 19, 2023	Multi-agent Reinforcement LearningStarcraft	—Unverified	0
Aligning Individual and Collective Objectives in Multi-Agent Cooperation	Feb 19, 2024	SMACSMAC+	—Unverified	0
AlphaStar: An Evolutionary Computation Perspective	Feb 5, 2019	DiversityReinforcement Learning	—Unverified	0
An Approach to Partial Observability in Games: Learning to Both Act and Observe	Aug 11, 2021	Atari GamesReinforcement Learning (RL)	—Unverified	0
A Narration-based Reward Shaping Approach using Grounded Natural Language Commands	Oct 31, 2019	Deep Reinforcement LearningReinforcement Learning	—Unverified	0
Asynchronous Advantage Actor-Critic Agent for Starcraft II	Jul 22, 2018	Deep Reinforcement Learningreinforcement-learning	—Unverified	0
BET: Explaining Deep Reinforcement Learning through The Error-Prone Decisions	Jan 14, 2024	Decision MakingDeep Reinforcement Learning	—Unverified	0
Beyond Rewards: a Hierarchical Perspective on Offline Multiagent Behavioral Analysis	Jun 17, 2022	MuJoCoStarcraft	—Unverified	0
Boosting Value Decomposition via Unit-Wise Attentive State Representation for Cooperative Multi-Agent Reinforcement Learning	May 12, 2023	Multi-agent Reinforcement LearningStarcraft	—Unverified	0
COA-GPT: Generative Pre-trained Transformers for Accelerated Course of Action Development in Military Operations	Feb 1, 2024	In-Context LearningStarcraft	—Unverified	0
Collaborative AI Teaming in Unknown Environments via Active Goal Deduction	Mar 22, 2024	StarcraftStarcraft II	—Unverified	0
ComaDICE: Offline Cooperative Multi-Agent Reinforcement Learning with Stationary Distribution Shift Regularization	Oct 2, 2024	MuJoCoMulti-agent Reinforcement Learning	—Unverified	0
Containerized Distributed Value-Based Multi-Agent Reinforcement Learning	Oct 15, 2021	BlockingManagement	—Unverified	0
Cooperative Multi-Agent Transfer Learning with Level-Adaptive Credit Assignment	Jun 1, 2021	ManagementMulti-agent Reinforcement Learning	—Unverified	0
Credit Assignment with Meta-Policy Gradient for Multi-Agent Reinforcement Learning	Feb 24, 2021	Meta-LearningMulti-agent Reinforcement Learning	—Unverified	0
CURO: Curriculum Learning for Relative Overgeneralization	Dec 6, 2022	Efficient ExplorationMulti-agent Reinforcement Learning	—Unverified	0
DCIR: Dynamic Consistency Intrinsic Reward for Multi-Agent Reinforcement Learning	Dec 10, 2023	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
Deep Convolution for Irregularly Sampled Temporal Point Clouds	May 1, 2021	StarcraftStarcraft II	—Unverified	0
Deep reinforcement learning with relational inductive biases	May 1, 2019	Deep Reinforcement Learningreinforcement-learning	—Unverified	0
Depthwise Convolution for Multi-Agent Communication with Enhanced Mean-Field Approximation	Mar 6, 2022	Reinforcement Learning (RL)SMAC	—Unverified	0
DOP: Off-Policy Multi-Agent Decomposed Policy Gradients	Jan 1, 2021	Multi-agent Reinforcement LearningStarcraft	—Unverified	0
Dungeon Crawl Stone Soup as an Evaluation Domain for Artificial Intelligence	Feb 5, 2019	StarcraftStarcraft II	—Unverified	0
Efficiently Scanning and Resampling Spatio-Temporal Tasks with Irregular Observations	Oct 11, 2024	Language ModelingLanguage Modelling	—Unverified	0
Evolutionary Game-Theoretical Analysis for General Multiplayer Asymmetric Games	Jun 22, 2022	StarcraftStarcraft II	—Unverified	0
F2A2: Flexible Fully-decentralized Approximate Actor-critic for Cooperative Multi-agent Reinforcement Learning	Apr 17, 2020	Multi-agent Reinforcement LearningReinforcement Learning	—Unverified	0
Fidelity-Induced Interpretable Policy Extraction for Reinforcement Learning	Sep 12, 2023	Decision MakingDeep Reinforcement Learning	—Unverified	0
Forecasting Evolution of Clusters in Game Agents with Hebbian Learning	Aug 19, 2022	ClusteringMulti-agent Reinforcement Learning	—Unverified	0
FSV: Learning to Factorize Soft Value Function for Cooperative Multi-Agent Reinforcement Learning	Jan 1, 2021	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
HAVEN: Hierarchical Cooperative Multi-Agent Reinforcement Learning with Dual Coordination Mechanism	Oct 14, 2021	Hierarchical Reinforcement LearningMulti-agent Reinforcement Learning	—Unverified	0
Heterogeneous Learning from Demonstration	Jan 27, 2020	Bayesian InferenceStarcraft	—Unverified	0
Hierarchical Reinforcement Learning in StarCraft II with Human Expertise in Subgoals Selection	Aug 8, 2020	Decision MakingHierarchical Reinforcement Learning	—Unverified	0
Human-like Bots for Tactical Shooters Using Compute-Efficient Sensors	Dec 30, 2024	CPUImitation Learning	—Unverified	0
Incorporating Pragmatic Reasoning Communication into Emergent Language	Jun 7, 2020	Multi-agent Reinforcement LearningReinforcement Learning (RL)	—Unverified	0
Language-Guided Multi-Agent Learning in Simulations: A Unified Framework and Evaluation	Jun 1, 2025	Language ModelingLanguage Modelling	—Unverified	0
LDSA: Learning Dynamic Subtask Assignment in Cooperative Multi-Agent Reinforcement Learning	May 5, 2022	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
Learning a Behavioral Repertoire from Demonstrations	Jul 5, 2019	Imitation LearningReinforcement Learning	—Unverified	0
Learning from Good Trajectories in Offline Multi-Agent Reinforcement Learning	Nov 28, 2022	continuous-controlContinuous Control	—Unverified	0
Learning to Guide Multiple Heterogeneous Actors from a Single Human Demonstration via Automatic Curriculum Learning in StarCraft II	May 11, 2022	Deep Reinforcement Learningreinforcement-learning	—Unverified	0
Learning to Transfer Role Assignment Across Team Sizes	Apr 17, 2022	ManagementMulti-agent Reinforcement Learning	—Unverified	0
Leveraging Transformers for StarCraft Macromanagement Prediction	Oct 11, 2021	PredictionStarcraft	—Unverified	0

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