$Π-$nets: Deep Polynomial Neural Networks

$Π-$ nets: Deep Polynomial Neural Networks

8 March 2020

Grigorios G. Chrysos

Stylianos Moschoglou

Giorgos Bouritsas

Yannis Panagakis

Papers citing "$Π-$nets: Deep Polynomial Neural Networks"

13 / 13 papers shown

Title
Poly-MgNet: Polynomial Building Blocks in Multigrid-Inspired ResNets Antonia van Betteray Matthias Rottmann Karsten Kahl 48 0 0 13 Mar 2025
Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation Madison Cooley Shandian Zhe Robert M. Kirby Varun Shankar 54 1 0 04 Jun 2024
QuadraNet: Improving High-Order Neural Interaction Efficiency with Hardware-Aware Quadratic Neural Networks Chenhui Xu Fuxun Yu Zirui Xu Chenchen Liu Jinjun Xiong Xiang Chen 30 4 0 29 Nov 2023
Training Large Scale Polynomial CNNs for E2E Inference over Homomorphic Encryption Moran Baruch Nir Drucker Gilad Ezov Yoav Goldberg Eyal Kushnir Jenny Lerner Omri Soceanu Itamar Zimerman 49 6 0 26 Apr 2023
Polynomial Neural Fields for Subband Decomposition and Manipulation Guandao Yang Sagie Benaim Varun Jampani Kyle Genova Jonathan T. Barron Thomas Funkhouser Bharath Hariharan Serge J. Belongie 36 20 0 09 Feb 2023
On the Ability of Graph Neural Networks to Model Interactions Between Vertices Noam Razin Tom Verbin Nadav Cohen 19 10 0 29 Nov 2022
QuadraLib: A Performant Quadratic Neural Network Library for Architecture Optimization and Design Exploration Zirui Xu Fuxun Yu Jinjun Xiong Xiang Chen 25 23 0 01 Apr 2022
The Spectral Bias of Polynomial Neural Networks Moulik Choraria L. Dadi Grigorios G. Chrysos Julien Mairal V. Cevher 22 18 0 27 Feb 2022
Tensor Methods in Computer Vision and Deep Learning Yannis Panagakis Jean Kossaifi Grigorios G. Chrysos James Oldfield M. Nicolaou Anima Anandkumar S. Zafeiriou 19 119 0 07 Jul 2021
Deep Polynomial Neural Networks Grigorios G. Chrysos Stylianos Moschoglou Giorgos Bouritsas Jiankang Deng Yannis Panagakis S. Zafeiriou 21 92 0 20 Jun 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 264 10,344 0 12 Dec 2018
Geometric deep learning on graphs and manifolds using mixture model CNNs Federico Monti Davide Boscaini Jonathan Masci Emanuele Rodolà Jan Svoboda M. Bronstein GNN 236 1,811 0 25 Nov 2016
Tensor Decomposition for Signal Processing and Machine Learning N. Sidiropoulos L. De Lathauwer Xiao Fu Kejun Huang Evangelos E. Papalexakis Christos Faloutsos 96 1,342 0 06 Jul 2016