Sophia Sanborn

4 papers · 2023–2024 · 3 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (3) 🌉 Interdisciplinary Bridge 🐝 Cross-Pollinator (15)

Conferences

NIPS (2) COLT (1) ICLR (1)

Top co-authors

Nina Miolane (2) Danica Kragic (1) Christopher J Hillar (1) Christopher J. Hillar (1) Christian A Shewmake (1) Johan Mathe (1) Simon Mataigne (1) Giovanni Luca Marchetti (1) Bruno Olshausen (1) Christopher Hillar (1)

Keywords

group invariance (2) image classification (1) adversarial robustness (1) group theory (1) signal processing (1) fourier transform (1) fourier feature (1) symmetry discovery (1) invariant feature (1) neural network (1) group equivariant convolution (1) neural network architecture (1) group representation (1)

Papers

The Selective $G$-Bispectrum and its Inversion: Applications to $G$-Invariant Networks NIPS 2024

Harmonics of Learning: Universal Fourier Features Emerge in Invariant Networks COLT 2024

A General Framework for Robust G-Invariance in G-Equivariant Networks NIPS 2023

Bispectral Neural Networks ICLR 2023