Sophia Sanborn
4 papers · 2023–2024 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Keywords
group invariance
(3)
neural network
(2)
adversarial robustness
(2)
signal processing
(1)
fourier transform
(1)
fourier feature
(1)
symmetry discovery
(1)
invariant representation
(1)
invariant feature
(1)
group equivariant convolution
(1)
group representation
(1)
invariant neural network
(1)
irreducible group representation
(1)
neural network architecture
(1)
algebraic learning theory
(1)
image classification
(1)
group theory
(1)
Papers
Harmonics of Learning: Universal Fourier Features Emerge in Invariant Networks
COLT 2024
The Selective G-Bispectrum and its Inversion: Applications to G-Invariant Networks
NeurIPS 2024
A General Framework for Robust G-Invariance in G-Equivariant Networks
NeurIPS 2023
Bispectral Neural Networks
ICLR 2023