Universal approximations of permutation invariant/equivariant functions by deep neural networks

5 March 2019

Papers citing "Universal approximations of permutation invariant/equivariant functions by deep neural networks"

14 / 14 papers shown

Title
Addressing imperfect symmetry: A novel symmetry-learning actor-critic extension Miguel Abreu Luis Paulo Reis N. Lau 41 5 0 06 Sep 2023
On the Approximation and Complexity of Deep Neural Networks to Invariant Functions Gao Zhang Jin-Hui Wu Shao-Qun Zhang 16 0 0 27 Oct 2022
Deep Neural Network Approximation of Invariant Functions through Dynamical Systems Qianxiao Li T. Lin Zuowei Shen 24 6 0 18 Aug 2022
Low Dimensional Invariant Embeddings for Universal Geometric Learning Nadav Dym S. Gortler 29 39 0 05 May 2022
Permutation Invariant Representations with Applications to Graph Deep Learning R. Balan Naveed Haghani M. Singh 28 25 0 14 Mar 2022
Explicitly antisymmetrized neural network layers for variational Monte Carlo simulation Jeffmin Lin Gil Goldshlager Lin Lin 40 22 0 07 Dec 2021
Capacity of Group-invariant Linear Readouts from Equivariant Representations: How Many Objects can be Linearly Classified Under All Possible Views? M. Farrell Blake Bordelon Shubhendu Trivedi Cengiz Pehlevan 18 5 0 14 Oct 2021
Pointspectrum: Equivariance Meets Laplacian Filtering for Graph Representation Learning Marinos Poiitis Pavlos Sermpezis Athena Vakali 28 0 0 06 Sep 2021
Fixed-Dimensional and Permutation Invariant State Representation of Autonomous Driving Jingliang Duan Dongjie Yu Shengbo Eben Li Wenxuan Wang Yangang Ren Ziyu Lin B. Cheng 22 10 0 24 May 2021
Symmetry reduction for deep reinforcement learning active control of chaotic spatiotemporal dynamics Kevin Zeng M. Graham AI4CE 11 22 0 09 Apr 2021
Universal Equivariant Multilayer Perceptrons Siamak Ravanbakhsh 100 48 0 07 Feb 2020
Are Transformers universal approximators of sequence-to-sequence functions? Chulhee Yun Srinadh Bhojanapalli A. S. Rawat Sashank J. Reddi Sanjiv Kumar 8 335 0 20 Dec 2019
A Simple Proof of the Universality of Invariant/Equivariant Graph Neural Networks Takanori Maehara Hoang NT 24 29 0 09 Oct 2019
On Universal Equivariant Set Networks Nimrod Segol Y. Lipman 3DPC 22 63 0 06 Oct 2019