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Wei Lin

4 papers indexed

arxivmath.DScs.LGphysics.bio-ph2026-07-16

Ptolemy's Equant Equates to a Universal Dynamical Clock via Machine Learning

Jingdong Zhang, Luan Yang, Murilo S. Baptista, Zefeng Zhang, Qunxi Zhu, Wei Lin, et al.

Oscillatory dynamics arise ubiquitously in nonlinear systems, yet identifying a physically interpretable phase and phase dynamics in nonlinear, high-dimensional oscillations remains a central unresolved problem. Here we establish the principle of a universal dynamical clock, a ph…

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arxivcs.CV2026-07-08

Ensemble Deep Learning Approaches for AI-Altered Video Detection

Laiba Khan, Hung-Mao Wu, Wei Lin, Frank Bi, Yousef Abdelhadi, Joshua Jung

The increasing accessibility of artificial intelligence has led to a rapid rise in AI-generated videos, making it more difficult to distinguish between real and manipulated content. Many existing detection methods rely on a single model and often struggle to generalize across dif…

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arxivcs.ARcs.LGcs.NE2026-07-01

Towards transferable lightweight neuromorphic computing through a model-free temporal-switch framework

Zefeng Zhang, Chao Li, Siyao Chen, Pei Chen, Bo-Wei Qin, Xumeng Zhang, et al.

Lightweight neuromorphic computing offers a promising route to efficient AI, with particular benefits for resource-constrained edge deployments. However, its scalable deployment that can reliably transfer the expected performance has long been hindered by device-to-device variati…

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