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Emergence of hierarchical modes from deep learning

Chan Li1 and Haiping Huang1,2,*

  • 1PMI Laboratory, School of Physics, Sun Yat-sen University, Guangzhou 510275, People's Republic of China
  • 2Guangdong Provincial Key Laboratory of Magnetoelectric Physics and Devices, Sun Yat-sen University, Guangzhou 510275, People's Republic of China

  • *huanghp7@mail.sysu.edu.cn

Dual Attention Embedded Inception Framework for Robust Biometric Gait Recognition

Sachin Mandlik, Rekha Labade, Sachin Chaudhari, and Balasaheb Agarkar

ELCVIA 25 79 (2026)

Local-contrastive-learning machine with both generalization and adversarial robustness: A statistical physics analysis

Mingshan Xie, Yuchen Wang, and Haiping Huang

Sci. China Phys. Mech. Astron. 68 210511 (2025)

Introduction to dynamical mean-field theory of randomly connected neural networks with bidirectionally correlated couplings

Wenxuan Zou and Haiping Huang

SciPost Phys. Lect. Notes 79 (2024)

Spiking mode-based neural networks

Zhanghan Lin and Haiping Huang

Phys. Rev. E 110 024306 (2024)

Eight challenges in developing theory of intelligence

Haiping Huang

Front. Comput. Neurosci. 18 1388166 (2024)

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