Who Guards the Guardians? The Challenges of Evaluating Identifiability of Learned Representations

Shruti Joshi, Théo Saulus, Wieland Brendel +3

Identifiability in representation learning is commonly evaluated using standard metrics (e.g., MCC, DCI, R^2) on synthetic benchmarks with known ground-truth factors. These metrics…