This report provides a detailed background of Hans' potential cheating, and detailed breakdowns of certain aspects of chess.com's cheat-detection methodology, including previously unknown (or little known) methods such as window focus change event monitoring and post-focus-change move analysis.[1] The report also reveals Niemann's engine move correlations alongside over two dozen chess Grandmasters who have admitted…
Does engine correlation actually prove anything though? Some of the 'statistical analysis' that has been posted on twitter regarding it in the last week has been against hundreds of engines, so 'engine correlation' seems to mean "the move made matched against at least one engine that would have made that move" I think?
2) Quite often there are certain "play lines" that computers will play that humans simply can't find over the board.
For example, a computer can take a defensive "play line" that is littered with traps with only a single non-losing path for 30+ moves and work it out really quickly (there is only one non-losing path to take so it prunes the search space mega fast) and play it perfectly. A human playing such a line is almost always cheating--humans simply can't run those kinds of lines in real time.
If you look at computers analyzing even the highest end games, you see the humans making quite a few mistakes that the computers will spot and take advantage of immediately. Someone who walks down these kinds of paths regularly is a statistical anomaly.
That having been said, given the current crop of computer-trained chess kids, it IS possible that we'll grow a prodigy that can run those kinds of lines. However, it doesn't seem like that person exists, yet.