At what point are you "Too Accurate" according to the computer/engine???

I kind of doubt accuracy of moves could be more than just a footnote in catching a cheater. All strong players will play an excellent string of moves often enough - even for a whole game. Accuracy seems to be a measure of relative skill between the players - if you put harder positions in front of the other guy, they play less accurately.

If I were going to try to catch an abuser, I'd use a statistical model of their own moves compared to their own moves. You could work in how long it took to make the move in a given position, check for learning from position to position, etc. Accuracy by itself is probably not going to do much.

Exactly it seems like it would be quite intricate in actually determining if someone is cheating or not (the not so obvious cheaters I mean). I suppose maybe I can put this to the test for research purposes hehehehe. Maybe another question is how easy would it be to make a computer user look more human (reserve it instead).

I can play good chess, in fact, in this example perfect chess. Just doesn't happen often. But people are entitled to their opinion still. Try and stay happy. It can be hard.

I suppose there are some bot accounts that lichess uses to catch cheaters. If an account is playing on the same level with stockfish then obviously it is cheating.

I had many flawless yet even impeccable games.

Do you actually know how the machine learning works?

github.com/clarkerubber/irwin

Don't worry too much. I had some 000 games, pale frightened that ban is imminent, but nothing happened.

lol I never said I was worried... I know I didnt cheat, so why would I get banned hehehehe

sometimes my games are very accurate to the engine most of the times 1/4 are same

There's a space of 'human moves' and there's all the other moves ... perhaps, even, conceivably, those of the very space aliens themselves ...

In any case, statistical weenies from many fields, but most notably those working in experimental physics, since those guys are amazing, have made remarkable contributions to understanding how to better identify non-human moves ...

Hope this helps.