Sophia Sanborn
4 papers · 2023–2024 · 3 conferences · across top CS/AI conferences
Achievements
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🌍
Conference Polyglot
(3)
🌉
Interdisciplinary Bridge
🐝
Cross-Pollinator
(15)
Conferences
NIPS (2)
COLT (1)
ICLR (1)
Top co-authors
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