Interpretable Early Warnings using Machine Learning in an Online Game-experiment

ArXi:2502.09880v2 Announce Type: replace-cross Stemming from physics and later applied to other fields such as ecology, the theory of critical transitions suggests that some regime shifts are preceded by statistical early warning signals. Reddit's r/place experiment, a large-scale social game, provides a unique opportunity to test these signals consistently across thousands of subsystems undergoing critical transitions. In r/place, millions of users collaboratively created ''compositions'', or pixel-art drawings, in which transitions occur when one composition rapidly replaces another.