This work proposes MyoFlow, the first discriminative flow-matching framework for HD-sEMG recognition across sessions and subjects, which recasts classification as anchor-tied transport and moves encoded windows toward gesture anchors that serve as transport targets and define the nearest-anchor decision geometry, enabl...
Chen-Hao Wu, Ding-Jie Peng, Zhi-He Zhang et al.· 0 citations
Proxy Manifold Alignment (PMA), a novel attack against E2EO in privacy-preserving LLMs, which employs Word2Vec to model the co-occurrence patterns within the obfuscated stream and the public corpus independently, and constructs two proxy vector embeddings.
Si-Cong Li, Ling-Feng Yao, Xing-Ke Yang et al.· 0 citations
This work presents a novel framework that addresses two critical limitations of existing methods: inadequate modeling of hierarchical temporal structure and inability to handle complex many-to-many correspondences between modalities by introducing a multi-scale temporal convolutional encoder that captures motion patter...
A cross-modal temporal alignment framework that combines a multi-scale temporal convolutional encoder with capsule-based dynamic routing, jointly optimizing temporal boundary prediction, cross-modal semantic alignment, and capsule diversity is proposed.
Gengtian Shi, Chen-Hao Wu, Shao-Fei Wang et al.· IEEE Access· 0 citations
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