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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

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Showing 1–10 of 46 papers

Title	Date	Tasks	Status	Hype	Score
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
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
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
The StarCraft Multi-Agent Challenge	Feb 11, 2019	BenchmarkingMuJoCo	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
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
Clear the Fog: Combat Value Assessment in Incomplete Information Games with Convolutional Encoder-Decoders	Nov 30, 2018	Decision MakingDecoder	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
A Dataset for StarCraft AI \& an Example of Armies Clustering	Nov 19, 2012	ClusteringReal-Time Strategy Games	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

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