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Author

Ran Tao

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Open access Aug 2026

Fractal-geometric prompt modulation and multi-component pseudo-label reconstruction for facial expression recognition in human-computer interaction

Facial expression recognition in the wild remains challenging due to large intra-class variation, identity interference, and the scarcity of high-quality annotations. To address these issues, this paper proposes a novel facial expression recognition framework based on Fractal-Geometric Prompt Modulation (FGPM) and mult...

Ran Tao, Cheng-Shan Jiang, Yang-Pu Zhang · 0 citations
Review Open access Aug 2026

Closed-loop brain-computer interfaces for post-stroke sensorimotor loop restoration

Although closed-loop brain-computer interfaces show promise for selected patients, treatment effects remain heterogeneous and depend on patient characteristics, decodability of motor-related brain signals, intervention dose, feedback modality, and trial design.

Ran Tao, Can Duan, Yang-Pu Zhang · 0 citations

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