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From Lazy to Rich: Exact Learning Dynamics in Deep Linear Networks

From Lazy to Rich: Exact Learning Dynamics in Deep Linear Networks

22 September 2024
Clémentine Dominé
Nicolas Anguita
A. Proca
Lukas Braun
D. Kunin
P. Mediano
Andrew M. Saxe
ArXivPDFHTML

Papers citing "From Lazy to Rich: Exact Learning Dynamics in Deep Linear Networks"

3 / 3 papers shown
Title
On the Cone Effect in the Learning Dynamics
On the Cone Effect in the Learning Dynamics
Zhanpeng Zhou
Yongyi Yang
Jie Ren
Mahito Sugiyama
Junchi Yan
46
0
0
20 Mar 2025
Position: Solve Layerwise Linear Models First to Understand Neural Dynamical Phenomena (Neural Collapse, Emergence, Lazy/Rich Regime, and Grokking)
Position: Solve Layerwise Linear Models First to Understand Neural Dynamical Phenomena (Neural Collapse, Emergence, Lazy/Rich Regime, and Grokking)
Yoonsoo Nam
Seok Hyeong Lee
Clementine Domine
Yea Chan Park
Charles London
Wonyl Choi
Niclas Goring
Seungjai Lee
AI4CE
30
0
0
28 Feb 2025
Deep Linear Network Training Dynamics from Random Initialization: Data, Width, Depth, and Hyperparameter Transfer
Deep Linear Network Training Dynamics from Random Initialization: Data, Width, Depth, and Hyperparameter Transfer
Blake Bordelon
C. Pehlevan
AI4CE
59
1
0
04 Feb 2025
1