Limitations on approximation by deep and shallow neural networks

Journal of machine learning research (JMLR), 2022

30 November 2022

Papers citing "Limitations on approximation by deep and shallow neural networks"

3 / 3 papers shown

Title
Sharp Generalization Bounds for Foundation Models with Asymmetric Randomized Low-Rank Adapters Anastasis Kratsios Tin Sum Cheng Aurelien Lucchi Haitz Sáez de Ocáriz Borde 198 1 0 17 Jun 2025
Deep Ridgelet Transform and Unified Universality Theorem for Deep and Shallow Joint-Group-Equivariant Machines Sho Sonoda Yuka Hashimoto Isao Ishikawa Masahiro Ikeda 301 0 0 22 May 2024
Designing Universal Causal Deep Learning Models: The Case of Infinite-Dimensional Dynamical Systems from Stochastic Analysis Luca Galimberti Anastasis Kratsios Giulia Livieri OOD 344 19 0 24 Oct 2022