In this GDC 2018 talk Valve’s John McDonald discusses how the company has utilized deep learning machine learning techniques to combat cheating in Counter-Strike: Global Offensive.
According to McDonald’s practical rundown, deep learning has proven to be very effective at identifying cheating behavior without any client-side instrumentation, making it robust against malicious attack by cheaters and cheat vendors.
He revealed how, by retraining regularly, the network continues to evolve, picking up new cheating behaviors within hours of their appearance. As a result of this approach, certain types of cheats have been reduced by a factor of one hundred.
It was fascinating stuff, and now you can watch McDonald’s whole talk for free over on the official GDC YouTube channel!
In addition to this presentation, the GDC Vault and its accompanying YouTube channel offers numerous other free videos, audio recordings, and slides from many of the recent Game Developers Conference events, and the service offers even more members-only content for GDC Vault subscribers.
Those who purchased All Access passes to recent events like GDC or VRDC already have full access to GDC Vault, and interested parties can apply for the individual subscription via a GDC Vault subscription page. Group subscriptions are also available: game-related schools and development studios who sign up for GDC Vault Studio Subscriptions can receive access for their entire office or company by contacting staff via the GDC Vault group subscription page.