The fundamental flaw with @jameszou.bsky.social's heuristic contrastive PCA is a subtraction of covariance matrices (which many not be +ve semidefinite!). Even worse is differential robust PCA (drPCA) by Eric Xing which subtracts data matrices 😱. Unfortunately Var(X-Y) = Var(X+Y)... 6/