These stats should not auto-ban, but flag for human review.
ImO, the goal is to find the statistic cheaters will skew since they are cheating.
Lets say, one is wall-hacking in Counter-Strike.
In Counter-Strike, many maps have a central location/lane called "mid".
There is often a kind of mind-game of limited information going on:
- Does 0, 1, or both teams have an AWP(=one-shot kill sniper)
- Is the enemy sniper guarding mid?
- Which entrance to mid is the enemy sniper currently watching?
- Has the enemy sniper guarded mid in the beginning, but has now left?
Any wall-hacker will be a
major outlier regarding not running into mid while the enemy sniper is watching.
If you can accurately dissect/classify/log player behavior, I expect the statistics to look similar to those of poker players who cheat and know the cards of the other players on the table:
https://media.pokertube.com/uploads/2025/12/5d96fe17d39043a0...
ImO, the goal is to find the statistic cheaters will skew since they are cheating.
Lets say, one is wall-hacking in Counter-Strike. In Counter-Strike, many maps have a central location/lane called "mid". There is often a kind of mind-game of limited information going on:
Any wall-hacker will be a major outlier regarding not running into mid while the enemy sniper is watching.If you can accurately dissect/classify/log player behavior, I expect the statistics to look similar to those of poker players who cheat and know the cards of the other players on the table: https://media.pokertube.com/uploads/2025/12/5d96fe17d39043a0...