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Li-Qi Zhu

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Aug 2026

Semantic manifold-aware cross-modal similarity learning.

A Semantic Manifold-Aware Similarity Learning (SMSL) framework, where the term "semantic manifold" is used in an operational sense to denote a topology-aware organization of textual semantic units induced from token/entity interactions, rather than a strict low-dimensional differentiable manifold.

Li-Qi Zhu, Dezhi Han, Chong-Qing Chen · Neural Networks · 0 citations