this post was submitted on 24 Sep 2024
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Use a more holistic approach. Combine heuristics like the average speed and aim hit percentage with reports from other players.
Review player reports, if a player makes a false allegation in their reports, mark that player as having less reliable reports. If a player reports someone who turns out to be a definite cheater, mark whoever reported the cheater as having more reliable reports. Etc etc.
Like, if the report just says "player was moving fast outside a vehicle", maybe they were cheating, or maybe they were just goofing off trying to stand on top of vehicles the whole game. If the report says "player was moving fast the whole game, had the highest kill count, and was also reported by 5 other players in the match for cheating", it's a little more clear what's happening.