Title
Explainable and Class-Revealing Signal Feature Extraction via Scattering Transform and Constrained Zeroth-Order Optimization N. Saito David S. Weber 39 0 0 08 Feb 2025
Tackling the Accuracy-Interpretability Trade-off in a Hierarchy of Machine Learning Models for the Prediction of Extreme Heatwaves Alessandro Lovo Amaury Lancelin Corentin Herbert Freddy Bouchet AI4CE 23 0 0 01 Oct 2024
MV-MR: multi-views and multi-representations for self-supervised learning and knowledge distillation Vitaliy Kinakh M. Drozdova S. Voloshynovskiy 40 1 0 21 Mar 2023
Heart Murmur and Abnormal PCG Detection via Wavelet Scattering Transform & a 1D-CNN Ahmed Patwa Muhammad Mahboob Ur Rahman Tareq Y. Al-Naffouri 19 11 0 12 Mar 2023
Mesostructures: Beyond Spectrogram Loss in Differentiable Time-Frequency Analysis Cyrus Vahidi Han Han Changhong Wang Mathieu Lagrange Gyorgy Fazekas Vincent Lostanlen 14 8 0 24 Jan 2023
Attention-Based Scattering Network for Satellite Imagery Jason Stock Chuck Anderson 16 0 0 21 Oct 2022
NOMAD: Nonlinear Manifold Decoders for Operator Learning Jacob H. Seidman Georgios Kissas P. Perdikaris George J. Pappas AI4CE 26 68 0 07 Jun 2022
Efficient Hybrid Network: Inducting Scattering Features D. Minskiy M. Bober 15 3 0 29 Mar 2022
Monogenic Wavelet Scattering Network for Texture Image Classification W. H. Chak N. Saito 17 4 0 25 Feb 2022
Learning Operators with Coupled Attention Georgios Kissas Jacob H. Seidman Leonardo Ferreira Guilhoto V. Preciado George J. Pappas P. Perdikaris 24 109 0 04 Jan 2022
Towards the One Learning Algorithm Hypothesis: A System-theoretic Approach Christos N. Mavridis John S. Baras 18 1 0 04 Dec 2021
ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets Vitaliy Kinakh O. Taran S. Voloshynovskiy 28 12 0 31 Aug 2021
Equivariant Wavelets: Fast Rotation and Translation Invariant Wavelet Scattering Transforms A. Saydjari D. Finkbeiner 30 20 0 22 Apr 2021
Learning curves of generic features maps for realistic datasets with a teacher-student model Bruno Loureiro Cédric Gerbelot Hugo Cui Sebastian Goldt Florent Krzakala M. Mézard Lenka Zdeborová 28 135 0 16 Feb 2021
Applying Machine Learning to Crowd-sourced Data from Earthquake Detective Omkar Ranadive S. Lee V. Tang K. Chao 21 0 0 05 Nov 2020
Time-Frequency Scattering Accurately Models Auditory Similarities Between Instrumental Playing Techniques Vincent Lostanlen Christian El-Hajj Mathias Rossignol G. Lafay Joakim Andén Mathieu Lagrange 15 12 0 21 Jul 2020
Graph Spectral Embedding for Parsimonious Transmission of Multivariate Time Series Lihan Yao Paul Bendich AI4TS 9 0 0 10 Oct 2019
Demucs: Deep Extractor for Music Sources with extra unlabeled data remixed Alexandre Défossez Nicolas Usunier Léon Bottou Francis R. Bach 22 84 0 03 Sep 2019