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2205.14258
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On the Symmetries of Deep Learning Models and their Internal Representations
27 May 2022
Charles Godfrey
Davis Brown
Tegan H. Emerson
Henry Kvinge
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Papers citing
"On the Symmetries of Deep Learning Models and their Internal Representations"
14 / 14 papers shown
Title
The Empirical Impact of Reducing Symmetries on the Performance of Deep Ensembles and MoE
Andrei Chernov
Oleg Novitskij
48
0
0
24 Feb 2025
Monomial Matrix Group Equivariant Neural Functional Networks
Hoang V. Tran
Thieu N. Vo
Tho H. Tran
An T. Nguyen
Tan M. Nguyen
54
5
0
18 Sep 2024
Relative Representations: Topological and Geometric Perspectives
Alejandro García-Castellanos
G. Marchetti
Danica Kragic
Martina Scolamiero
48
0
0
17 Sep 2024
Remove Symmetries to Control Model Expressivity and Improve Optimization
Liu Ziyin
Yizhou Xu
Isaac Chuang
AAML
38
1
0
28 Aug 2024
Neural Lineage
Runpeng Yu
Xinchao Wang
28
4
0
17 Jun 2024
Graph Metanetworks for Processing Diverse Neural Architectures
Derek Lim
Haggai Maron
Marc T. Law
Jonathan Lorraine
James Lucas
AI4CE
34
31
0
07 Dec 2023
Transformer Fusion with Optimal Transport
Moritz Imfeld
Jacopo Graldi
Marco Giordano
Thomas Hofmann
Sotiris Anagnostidis
Sidak Pal Singh
ViT
MoMe
24
16
0
09 Oct 2023
Investigating how ReLU-networks encode symmetries
Georg Bökman
Fredrik Kahl
29
6
0
26 May 2023
Similarity of Neural Network Models: A Survey of Functional and Representational Measures
Max Klabunde
Tobias Schumacher
M. Strohmaier
Florian Lemmerich
52
64
0
10 May 2023
Equivariant Architectures for Learning in Deep Weight Spaces
Aviv Navon
Aviv Shamsian
Idan Achituve
Ethan Fetaya
Gal Chechik
Haggai Maron
44
63
0
30 Jan 2023
Git Re-Basin: Merging Models modulo Permutation Symmetries
Samuel K. Ainsworth
J. Hayase
S. Srinivasa
MoMe
255
314
0
11 Sep 2022
Neural Mechanics: Symmetry and Broken Conservation Laws in Deep Learning Dynamics
D. Kunin
Javier Sagastuy-Breña
Surya Ganguli
Daniel L. K. Yamins
Hidenori Tanaka
107
77
0
08 Dec 2020
Optimizing Mode Connectivity via Neuron Alignment
N. Joseph Tatro
Pin-Yu Chen
Payel Das
Igor Melnyk
P. Sattigeri
Rongjie Lai
MoMe
223
80
0
05 Sep 2020
Understanding symmetries in deep networks
Vijay Badrinarayanan
Bamdev Mishra
R. Cipolla
221
42
0
03 Nov 2015
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