Real-Time Strategy Games

Real-Time Strategy (RTS) tasks involve training an agent to play video games with continuous gameplay and high-level macro-strategic goals such as map control, economic superiority and more.

( Image credit: Multi-platform Version of StarCraft: Brood War in a Docker Container )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 46 papers

Title	Date	Tasks	Status	Hype	Score
Detecting Video Game Player Burnout with the Use of Sensor Data and Machine Learning	Nov 29, 2020	BIG-bench Machine LearningInterpretable Machine Learning	CodeCode Available	1	5
Collection and Validation of Psychophysiological Data from Professional and Amateur Players: a Multimodal eSports Dataset	Nov 2, 2020	Feature ImportancePerson Re-Identification	CodeCode Available	1	5
A Closer Look at Invalid Action Masking in Policy Gradient Algorithms	Jun 25, 2020	Deep Reinforcement LearningReal-Time Strategy Games	CodeCode Available	1	5
The StarCraft Multi-Agent Challenge	Feb 11, 2019	BenchmarkingMuJoCo	CodeCode Available	1	5
Gym-μRTS: Toward Affordable Full Game Real-time Strategy Games Research with Deep Reinforcement Learning	May 21, 2021	Deep Reinforcement LearningGPU	CodeCode Available	1	5
Action Guidance: Getting the Best of Sparse Rewards and Shaped Rewards for Real-time Strategy Games	Oct 5, 2020	Real-Time Strategy GamesReinforcement Learning (RL)	CodeCode Available	1	5
Constrained optimization under uncertainty for decision-making problems: Application to Real-Time Strategy games	Jan 3, 2019	Combinatorial OptimizationDecision Making	CodeCode Available	0	5
A Dataset for StarCraft AI \& an Example of Armies Clustering	Nov 19, 2012	ClusteringReal-Time Strategy Games	CodeCode Available	0	5
Clear the Fog: Combat Value Assessment in Incomplete Information Games with Convolutional Encoder-Decoders	Nov 30, 2018	Decision MakingDecoder	CodeCode Available	0	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	0	5
ELF: An Extensive, Lightweight and Flexible Research Platform for Real-time Strategy Games	Jul 4, 2017	Atari GamesGPU	CodeCode Available	0	5
Experiments with Game Tree Search in Real-Time Strategy Games	Aug 9, 2012	Real-Time Strategy Games	CodeCode Available	0	5
Forward Modeling for Partial Observation Strategy Games - A StarCraft Defogger	Nov 30, 2018	DecoderReal-Time Strategy Games	CodeCode Available	0	5
Identifying and Clustering Counter Relationships of Team Compositions in PvP Games for Efficient Balance Analysis	Aug 30, 2024	Card GamesGame Design	CodeCode Available	0	5
Macro action selection with deep reinforcement learning in StarCraft	Dec 2, 2018	Deep Reinforcement LearningReal-Time Strategy Games	CodeCode Available	0	5
MSC: A Dataset for Macro-Management in StarCraft II	Oct 9, 2017	ManagementReal-Time Strategy Games	CodeCode Available	0	5
Multi-platform Version of StarCraft: Brood War in a Docker Container: Technical Report	Jan 7, 2018	Real-Time Strategy GamesStarcraft	CodeCode Available	0	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	0	5
StarCraft II: A New Challenge for Reinforcement Learning	Aug 16, 2017	Deep Reinforcement LearningReal-Time Strategy Games	CodeCode Available	0	5
StarCraft Micromanagement with Reinforcement Learning and Curriculum Transfer Learning	Apr 3, 2018	Real-Time Strategy Gamesreinforcement-learning	CodeCode Available	0	5
STARDATA: A StarCraft AI Research Dataset	Aug 7, 2017	DiversityImitation Learning	CodeCode Available	0	5
Terrain Analysis in StarCraft 1 and 2 as Combinatorial Optimization	May 18, 2022	Combinatorial OptimizationReal-Time Strategy Games	CodeCode Available	0	5
TorchCraft: a Library for Machine Learning Research on Real-Time Strategy Games	Nov 1, 2016	BIG-bench Machine LearningReal-Time Strategy Games	CodeCode Available	0	5
TStarBots: Defeating the Cheating Level Builtin AI in StarCraft II in the Full Game	Sep 19, 2018	AI AgentDecision Making	CodeCode Available	0	5
Human-like Bots for Tactical Shooters Using Compute-Efficient Sensors	Dec 30, 2024	CPUImitation Learning	—Unverified	0	0

Show:10 25 50

← PrevPage 1 of 2Next →

No leaderboard results yet.