Do Vision CIL Methods Transfer to Protein? A Diagnostic Benchmark of Frozen Protein Encoders
A controlled benchmark of nine representative class-incremental learning (CIL) methods across five frozen protein encoders and two enzyme function datasets found that no method transfers reliably across encoders, accordi…