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Book Open access Aug 2026

PROBE: VLM-Guided Discrete Structural Reconfiguration for Customized and Efficient Video Retrieval

Existing self-supervised video hashing methods achieve high efficiency by encoding videos into compact binary representations, but they typically rely on a fixed global similarity geometry that enforces a single notion of similarity across all queries. In many real-world retrieval scenarios, however, the same videos ma...

Yiyang Gu, Kaili-May Liu, Tao Zhe et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Hierarchical and Permutation-Invariant Feature Transformation Learning via Policy-Guided Embedding Search

This work proposes a framework with two complementary components: a permutation-invariant hierarchical module that captures interactions across features, operations, and abstraction levels, with a self-attention pooling mechanism that maps semantically equivalent structures to consistent embeddings aligned with downstr...

Rui Liu, Tao Zhe, Yanyong Huang et al. · 2 citations

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