Traceprop: End-to-End Provenance-Guided Data Attribution for Auditable ML
The first unified system connecting raw source files through preprocessing and training to individual predictions, with gradient-based attribution and provenance-guided machine unlearning. Sub-1% lineage overhead, 266x faster than TRAK on CPU, exceeds retrain-from-scratch unlearning gold standard.