Author

Eunil Park

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FedAMB: Adaptive Modality Balancing for Dominance-Robust Multimodal Federated Distillation

Experiments show that FedAMB improves multimodal accuracy and missing-modality robustness and prevents the propagation of fusion-biased teachers while directly improving unimodal representations.

Seung-Hwa Han, Juyeob Lee, Sang-Min Lee et al. · 0 citations

Book Open access Jul 2026

Adaptive Token-Aware Query Reformulation for Text-to-Image Retrieval

This work proposes a retrieval-time token-aware query reformulation method that emphasizes informative query tokens without retraining or changes to the retriever architecture and constructs a focused query embedding by pooling salient tokens while preserving global semantic context.

Seonah Kim, Minkeon Kim, Youjin Lee et al. · International Conference on... · 0 citations