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Remove Symmetries to Control Model Expressivity and Improve Optimization

Remove Symmetries to Control Model Expressivity and Improve Optimization

28 August 2024
Liu Ziyin
Yizhou Xu
Isaac Chuang
    AAML
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Papers citing "Remove Symmetries to Control Model Expressivity and Improve Optimization"

3 / 3 papers shown
Title
Parameter Symmetry Breaking and Restoration Determines the Hierarchical Learning in AI Systems
Parameter Symmetry Breaking and Restoration Determines the Hierarchical Learning in AI Systems
Liu Ziyin
Yizhou Xu
T. Poggio
Isaac Chuang
48
4
0
07 Feb 2025
spred: Solving $L_1$ Penalty with SGD
spred: Solving L1L_1L1​ Penalty with SGD
Liu Ziyin
Zihao W. Wang
32
14
0
03 Oct 2022
What shapes the loss landscape of self-supervised learning?
What shapes the loss landscape of self-supervised learning?
Liu Ziyin
Ekdeep Singh Lubana
Masakuni Ueda
Hidenori Tanaka
42
17
0
02 Oct 2022
1