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Game AI

How might we use novel AI techniques including machine learning and decision search to create more effective and engaging game agents and understand human behaviour in games? 


Project areas include:

  • AI agents that play games using Deep Reinforcement Learning and Statistical forward planning

  • AI agents as non-player characters

  • General Video Game AI - AI that can be transferred between video games

  • AI agents for game balancing and Quality Assurance testing

iGGi >>> People <<< relevant to this Theme:

Dr Piers Williams

Dr Piers Williams

iGGi Alum

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Game AI

Ruizhe "Jay" Yu Xia

Ruizhe "Jay" Yu Xia

iGGi PG Researcher

Available for post-PhD position

Game AI, Game Data

Dr Oliver Withington

Dr Oliver Withington

iGGi Alum

Available for post-PhD position

Game AI, Creative Computing, Design & Development

Peter York

Peter York

iGGi Alum

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Game AI, Esports

iGGi >>> Publications <<< relevant to this Theme:

A generalized framework for self-play training

D Hernandez, K Denamganaï, Y Gao, P York, S Devlin, S Samothrakis, ...

2019 IEEE Conference on Games (CoG), 1-8, 2019

Introducing: the game jam license

G Lai, K Erenli, F Khosmood, W Latham

Proceedings of the 14th International Conference on the Foundations of …, 2019

The Multi-Agent Reinforcement Learning in Malm\" O (MARL\" O) Competition

Diego Perez-Liebana, Katja Hofmann, Sharada Prasanna Mohanty, Noburu Kuno, Andre Kramer, Sam Devlin, Raluca D Gaina, Daniel Ionita

arXiv preprint arXiv:1901.08129, 2019

Time to die: Death prediction in dota 2 using deep learning

A Katona, R Spick, VJ Hodge, S Demediuk, F Block, A Drachen, ...

2019 IEEE Conference on Games (CoG), 1-8, 2019

Multimodal joint emotion and game context recognition in league of legends livestreams

C Ringer, JA Walker, MA Nicolaou

2019 IEEE Conference on Games (CoG), 1-8, 2019

Learning local forward models on unforgiving games

A Dockhorn, SM Lucas, V Volz, I Bravi, RD Gaina, D Perez-Liebana

2019 IEEE Conference on Games (CoG), 1-4, 2019

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The EPSRC Centre for Doctoral Training in Intelligent Games and Game Intelligence (iGGi) is a leading PhD research programme aimed at the Games and Creative Industries.

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