EGA: Adapting Frozen Encoders for Vector Search with Bounded Out-of-Distribution Degradation

Dongfang Zhao

Vector search systems built on frozen vision encoders face queries from unseen classes at deployment, yet existing adapter training collapses under this shift: high-capacity adapte…