AI RESEARCH
The Geometric Mechanics of Contrastive Learning: Alignment Potentials, Entropic Dispersion, and Modality Gap
arXiv CS.LG
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ArXi:2601.19597v2 Announce Type: replace InfoNCE-based contrastive learning is often characterized as promoting alignment and uniformity, yet the induced population geometry and the reasons multimodal