Search Results

• Embedding Principle: A Hierarchical Structure of Loss Landscape of Deep Neural Networks

  Yaoyu Zhang, Yuqing Li, Zhongwang Zhang, Tao Luo, Zhi-Qin John Xu

  2024-03-21

  DOI:10.4208/jml.220108

  80621 4624 pp. 60-113 Open Access

• Spectral Neural Networks: Approximation Theory and Optimization Landscape

  Chenghui Li, Rishi Sonthalia, Nicolás García Trillos

  2026-01-06

  DOI:10.4208/jml.240322

  463 485 pp. 19-70

• Convergence of Stochastic Gradient Descent under a Local Łojasiewicz Condition for Deep Neural Networks

  Jing An, Jianfeng Lu

  2025-06-03

  DOI:10.4208/jml.240724

  8758 1122 pp. 89-107 Open Access

• Enhancing Accuracy in Deep Learning Using Random Matrix Theory

  Leonid Berlyand, Etienne Sandier, Yitzchak Shmalo, Lei Zhang

  2024-11-07

  DOI:10.4208/jml.231220

  19210 2706 pp. 347-412 Open Access

• On the Existence of Optimal Shallow Feedforward Networks with ReLU Activation

  Steffen Dereich, Sebastian Kassing

  2024-03-21

  DOI:10.4208/jml.230903

  26016 3034 pp. 1-22 Open Access