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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:

Naive mesh-to-mesh coloured model generation using 3D GANs

R Spick, S Demediuk, J Alfred Walker

Proceedings of the Australasian computer science week multiconference, 1-6, 2020

General video game artificial intelligence

DP Liebana, SM Lucas, RD Gaina, J Togelius, A Khalifa, J Liu

Morgan & Claypool Publishers, 2020

On (Emergent) Systematic Generalisation and Compositionality in Visual Referential Games with Straight-Through Gumbel-Softmax Estimator

K Denamganaï, JA Walker

arXiv preprint arXiv:2012.10776, 2020

Interactive generation of calligraphic trajectories from Gaussian mixtures

D Berio, FF Leymarie, S Calinon

Mixture Models and Applications, 23-38, 2020

Automatic Generation of Text for Match Recaps using Esport Caster Commentaries

O Olarewaju, AV Kokkinakis, S Demediuk, J Roberstson, I Nölle, S Patra, D Slawson, AP Chitayat, A Coates, B Kirman, A Drachen, M Ursu, F Block, J Hook

CS & IT Conference Proceedings 10 (18), 2020

AI and Wargaming

J Goodman, S Risi, S Lucas

arXiv preprint arXiv:2009.08922, 2020

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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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