Federated fine-tuning stops choosing sides: shared adapters plus a local vision projection hit 82.15 harmonic mean across ten datasets
BLEND splits federated CLIP fine-tuning into shared vision and text adapters plus a per-client vision projection adapter, reaching an average harmonic mean of 82.15 across ten image datasets, 4.81 points above the strongest baseline.