arxivcs.LGmath.ST2026-07-18
Honest Physical-Support Inference after Latent Dictionary Learning: Collision Singularities and Minimax Resolution
Sparse-support uncertainty is usually quantified by treating the dictionary as known, an assumption that can produce overconfident, label-dependent conclusions when the dictionary is learned from latent sparse mixtures. Near collisions of coherent atoms, a test signal may identif…