Anindya Nag

Hypergraph-Regularized Gramian Volumes for Multimodal Retrieval

This work introduces Hypergraph-Regularized Gramian Volumes (HyVol), a training-time module that incorporates semantic relations prior to evaluating the original volume loss of Gram, and removes the hypergraph after training, leaving the backbone-only architecture, original scoring function, and retrieval cost unchange...