Open Questions
How does it impact multiplayer games where multiple players have different skill level?
How to train a Single agent vs Multi agent
What is MOBA, ATARI 2000 and other open source games for AI testing?
What are all current benchmarks in different facets? (Genre based rankings, Model based rankings)
Open Questions How does it impact multiplayer games where multiple players have different skill level? How to train a Single agent vs Multi agent What is MOBA, ATARI 2000 and other open source games for AI testing? What are all current benchmarks in different facets? (Genre based rankings, Model based rankings)
Industrial Application
Game AI tools https://kythera.ai/ https://www.nvidia.com/en-us/geforce/technologies/dlss/ https://ai.sony/blog/blog-019/ https://www.deepmotion.com/
Automated gameplay testing https://www.ea.com/seed/news/automated-game-testing-deep-reinforcement-learning https://medium.com/scalarr/predicting-game-difficulty-and-engagement-using-ai-a78ed6dbae84 https://analyticsindiamag.com/researchers-introduce-enhanced-deep-rl-model-for-automated-playtesting/
Benchmarks https://github.com/deepmind/deepmind-research/tree/master/rl_unplugged
Game Environments https://www.deepmind.com/research/open-source?tag=Environments%2CGames https://www.deepmind.com/blog/capture-the-flag-the-emergence-of-complex-cooperative-agents https://vizdoom.cs.put.edu.pl/ https://gymnasium.farama.org/environments/ https://www.udemy.com/course/unrealcourse/learn/lecture/31732084#announcements
Understanding workflow https://ai.googleblog.com/2021/06/quickly-training-game-playing-agents.html https://ai.stackexchange.com/questions/26834/how-is-the-ai-in-3d-games-implemented https://ai.stackexchange.com/questions/17470/why-isnt-there-a-model-playing-fps-like-cod-or-battlefield-already-existing
https://libstore.ugent.be/fulltxt/RUG01/002/945/739/RUG01-002945739_2021_0001_AC.pdf
https://medium.com/@weirdframes/bringing-deep-learning-to-unreal-engine-5-pt-1-aa84c8c05ffa https://medium.com/scalarr/predicting-game-difficulty-and-engagement-using-ai-a78ed6dbae84
https://towardsdatascience.com/how-to-teach-an-ai-to-play-games-deep-reinforcement-learning-28f9b920440a
https://thenewstack.io/deepminds-ai-agents-teach-themselves-to-play-3d-multiplayer-game/
https://www.sciencedirect.com/science/article/abs/pii/S0278612522000887 https://www.sciencedirect.com/science/article/abs/pii/S0957417422009757
Implementations https://towardsdatascience.com/multi-agent-deep-reinforcement-learning-in-15-lines-of-code-using-pettingzoo-e0b963c0820b https://colab.research.google.com/github/google-research/football/blob/master/gfootball/colabs/gfootball_example_from_prebuild.ipynb
https://www.youtube.com/watch?v=8DUUQyJyRFA https://www.youtube.com/watch?v=dlDrGcuhGDQ https://www.youtube.com/watch?v=bqNW08Tac0Y&list=PLh9SS5jRVLAleXEcDTWxBF39UjyrFc6Nb&index=4 https://www.youtube.com/watch?v=aZ239kNcyng https://www.youtube.com/watch?v=rJqP5EesxLk&list=PLGUw8UNswJEOv8c5ZcoHarbON6mIEUFBC ** https://www.udemy.com/course/unrealcourse/learn/lecture/31732084#announcements ***