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Session Name:

FUMO Engine: Applying AI to Defeat Cheating in NetEase Games

Overview:

Game cheating never ends!Game cheatingassists cheating players to obtain huge superiority, leading to an imbalance in the game ecosystem and the collapse of player interest. As the 2# game company in China, cheatingdetection becomes particularly important and urgent in NetEase Games.FUMO Engine was presented which apply AI to defeat cheating through behavior tracking, graph tracking, mouse tracking, position tracking, sensor tracking, keyboard tracking, image tracking, video tracking, text tracking and XAI tracking. Itexploits a combination of supervised and unsupervised learning methods. Supervised models are utilized to detect game cheating in observed patterns according to the training data. Meanwhile, unsupervised models are employed to detect clustered game cheating and help discovering new cheating. Additionally, FUMO Engine performs outstanding robustness to game cheating in mutated patterns and even in completely new patterns on account of the design of the auto-iteration mechanism. FUMO Platformhas been implemented and deployed in multiple game productions in NetEase Games and achieved remarkable performance improvement and acceleration.

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