On Expressivity and Trainability of Quadratic Networks

On Expressivity and Trainability of Quadratic Networks

12 October 2021

Papers citing "On Expressivity and Trainability of Quadratic Networks"

16 / 16 papers shown

Title
MixFunn: A Neural Network for Differential Equations with Improved Generalization and Interpretability T. S. Farias Gubio Gomes de Lima Jonas Maziero Celso Jorge Villas-Boas AI4CE 44 0 0 28 Mar 2025
Retinal Vessel Segmentation via Neuron Programming Tingting Wu Ruyi Min Peixuan Song Hengtao Guo Tieyong Zeng Feng-Lei Fan 31 0 0 17 Nov 2024
nn2poly: An R Package for Converting Neural Networks into Interpretable Polynomials Pablo Morala Jenny Alexandra Cifuentes R. Lillo Iñaki Ucar 32 0 0 03 Jun 2024
QuadraNet V2: Efficient and Sustainable Training of High-Order Neural Networks with Quadratic Adaptation Chenhui Xu Xinyao Wang Fuxun Yu Jinjun Xiong Xiang Chen 27 1 0 06 May 2024
HOIN: High-Order Implicit Neural Representations Yang Chen Ruituo Wu Yipeng Liu Ce Zhu 35 2 0 23 Apr 2024
Computational and Storage Efficient Quadratic Neurons for Deep Neural Networks Chuangtao Chen Grace Li Zhang Xunzhao Yin Cheng Zhuo Ulf Schlichtmann Bing Li 24 0 0 10 Jun 2023
Regularization of polynomial networks for image recognition Grigorios G. Chrysos Bohan Wang Jiankang Deng V. Cevher 38 11 0 24 Mar 2023
One Neuron Saved Is One Neuron Earned: On Parametric Efficiency of Quadratic Networks Fenglei Fan Hangcheng Dong Zhongming Wu Lecheng Ruan T. Zeng Yiming Cui Jing-Xiao Liao 59 8 0 11 Mar 2023
Multi-Camera Collaborative Depth Prediction via Consistent Structure Estimation Jialei Xu Xianming Liu Yuanchao Bai Junjun Jiang Kaixuan Wang Xiaozhi Chen Xiangyang Ji 3DV MDE 50 21 0 05 Oct 2022
Extrapolation and Spectral Bias of Neural Nets with Hadamard Product: a Polynomial Net Study Yongtao Wu Zhenyu Zhu Fanghui Liu Grigorios G. Chrysos V. Cevher 28 10 0 16 Sep 2022
SQ-Swin: a Pretrained Siamese Quadratic Swin Transformer for Lettuce Browning Prediction Dayang Wang Boce Zhang Yongshun Xu Yaguang Luo Hengyong Yu ViT 37 1 0 16 Sep 2022
Sound and Complete Verification of Polynomial Networks Elias Abad Rocamora Mehmet Fatih Şahin Fanghui Liu Grigorios G. Chrysos V. Cevher 23 5 0 15 Sep 2022
Adversarial Audio Synthesis with Complex-valued Polynomial Networks Yongtao Wu Grigorios G. Chrysos V. Cevher DiffM 27 4 0 14 Jun 2022
Attention-embedded Quadratic Network (Qttention) for Effective and Interpretable Bearing Fault Diagnosis Jing-Xiao Liao Hangcheng Dong Zhifei Sun Jinwei Sun Shiping Zhang Fenglei Fan 28 39 0 01 Jun 2022
Quadratic Neuron-empowered Heterogeneous Autoencoder for Unsupervised Anomaly Detection Jing-Xiao Liao Bo-Jian Hou Hangcheng Dong Hao Zhang Xiaoge Zhang Jinwei Sun Shiping Zhang Fenglei Fan 29 4 0 02 Apr 2022
NN2Poly: A polynomial representation for deep feed-forward artificial neural networks Pablo Morala Jenny Alexandra Cifuentes R. Lillo Iñaki Ucar 26 6 0 21 Dec 2021