Trishan Singha Roy

Spatial Matryoshka Training for Multi-Granularity Visual Document Retrieval

It is demonstrated that models trained using ColSNAP maintain near full-resolution retrieval performance under substantial compression and that ColSNAP transfers effectively across multiple late-interaction backbones, and achieves most of its improvements via a lightweight adaptation stage applied to a pre-trained retr...