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Understanding Vector-Valued Neural Networks and Their Relationship with
  Real and Hypercomplex-Valued Neural Networks

Understanding Vector-Valued Neural Networks and Their Relationship with Real and Hypercomplex-Valued Neural Networks

14 September 2023
Marcos Eduardo Valle
ArXivPDFHTML

Papers citing "Understanding Vector-Valued Neural Networks and Their Relationship with Real and Hypercomplex-Valued Neural Networks"

6 / 6 papers shown
Title
V-EfficientNets: Vector-Valued Efficiently Scaled Convolutional Neural Network Models
V-EfficientNets: Vector-Valued Efficiently Scaled Convolutional Neural Network Models
Guilherme Vieira Neto
Marcos Eduardo Valle
16
0
0
08 May 2025
Time Series Compression using Quaternion Valued Neural Networks and
  Quaternion Backpropagation
Time Series Compression using Quaternion Valued Neural Networks and Quaternion Backpropagation
Johannes Pöppelbaum
Andreas Schwung
AI4TS
18
1
0
18 Mar 2024
Universal Approximation Theorem for Vector- and Hypercomplex-Valued
  Neural Networks
Universal Approximation Theorem for Vector- and Hypercomplex-Valued Neural Networks
Marcos Eduardo Valle
Wington L. Vital
Guilherme Vieira
10
7
0
04 Jan 2024
Extending the Universal Approximation Theorem for a Broad Class of
  Hypercomplex-Valued Neural Networks
Extending the Universal Approximation Theorem for a Broad Class of Hypercomplex-Valued Neural Networks
Wington L. Vital
Guilherme Vieira
Marcos Eduardo Valle
10
5
0
06 Sep 2022
Acute Lymphoblastic Leukemia Detection Using Hypercomplex-Valued
  Convolutional Neural Networks
Acute Lymphoblastic Leukemia Detection Using Hypercomplex-Valued Convolutional Neural Networks
Guilherme Vieira
Marcos Eduardo Valle
18
18
0
26 May 2022
Beyond Fully-Connected Layers with Quaternions: Parameterization of
  Hypercomplex Multiplications with $1/n$ Parameters
Beyond Fully-Connected Layers with Quaternions: Parameterization of Hypercomplex Multiplications with 1/n1/n1/n Parameters
Aston Zhang
Yi Tay
Shuai Zhang
Alvin Chan
A. Luu
S. Hui
Jie Fu
MQ
166
83
0
17 Feb 2021
1