Scattering Transforms and Deep Learning

Relevant Papers

3D Scattering Transforms

  • Steerable Wavelet Scattering for 3D Atomic Systems with Application to Li-Si Energy Prediction (contributed spotlight talk). With Xavier Brumwell, Paul Sinz, Kwang Jin Kim and Yue Qi. In NeurIPS Workshop on Machine Learning for Molecules and Materials, Montreal, Canada, December 8, 2018. pdf, arXiv, NIPS MLMM.
  • Solid Harmonic Wavelet Scattering for Predictions of Molecule Properties (Editor’s Pick). With Michael Eickenberg, Georgios Exarchakis, Stéphane Mallat and Louis Thiry. Journal of Chemical Physics, volume 148, 241732, 2018. pdf, arXiv, AIP.
  • Solid Harmonic Wavelet Scattering. With Michael Eickenberg, Georgios Exarchakis and Stéphane Mallat. Advances in Neural Information Processing Systems 30 (NIPS 2017), pages 6543-6552, 2017. pdf, NIPS Proceedings.
  • Wavelet Scattering Regression of Quantum Chemical Energies. With Stéphane Mallat and Nicolas Poilvert. Multiscale Modeling and Simulation, volume 15, issue 2, 827-863, 2017. pdfarXiv, MMSSoftware.
  • Quantum Energy Regression using Scattering Transforms. With Nicolas Poilvert and Stéphane Mallat. 2015. pdfarXiv.

Geometric Scattering Transforms on Manifolds and Graphs

  • Geometric scattering networks on compact Riemannian manifolds. With Michael Perlmutter, Feng Gao and Guy Wolf. 2019. pdf, arXiv.
  • Geometric Scattering for Graph Data Analysis. With Feng Gao and Guy Wolf. In Proceedings of the 36th International Conference on Machine Learning, Proceedings of Machine Learning Research (PMLR), volume 97, pages 2122-2131, 2019. pdf, ICML/PMLR, arXiv.
  • Geometric Scattering on Manifolds (contributed spotlight talk). With Michael Perlmutter and Guy Wolf. In NeurIPS Workshop on Integration of Deep Learning Theories, Montreal, Canada, December 8, 2018. pdf, arXiv, NIPS DLTheory.

Statistical Scattering Moments for Stochastic Processes

  • Scattering Statistics of Generalized Spatial Poisson Point Processes. With Michael Perlmutter and Jieqian He. 2019. pdf, arXiv.

Software Papers

  • Kymatio: Scattering Transforms in Python. With Mathieu Andreux, Tomás Angles, Georgios Exarchakis, Roberto Leonarduzzi, Gasper Rochette, Louis Thiry, John Zarka, Stéphane Mallat, Joakim Andén, Eugene Belilovsky, Joan Bruna, Vincent Lostanlen, Edouard Oyallon, Sixhin Zhang, Carmine Cella, Michael Eickenberg. 2018. pdfarXiv. Software.