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Ghassan AlRegib

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#machine learning Preprint Sep 2026

SynCo: Learning Cross-Modal Synergy by Contrasting Interaction Residuals

Multimodal contrastive learning is a dominant paradigm for learning transferable representations from unlabeled data, but standard objectives primarily capture information that is redundant between modalities. Partial Information Decomposition (PID) shows that task-relevant information in multimodal data decomposes int...

Yavuz Yarici, Ghassan AlRegib · 0 citations