Salma Tarmoun
4 papers · 2021–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Hot Topic Early Bird
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Keywords
matrix factorization
(2)
gradient descent
(2)
gradient flow
(2)
linear network
(2)
implicit bia
(1)
parameter-efficient fine-tuning
(1)
low-rank adaptation
(1)
min-norm solution
(1)
overparameterized model
(1)
linear model
(1)
spectral initialization
(1)
riccati equation
(1)
convergence rate
(1)
neural network
(1)
Papers
Understanding the Learning Dynamics of LoRA: A Gradient Flow Perspective on Low-Rank Adaptation in Matrix Factorization
AISTATS 2025
Linear Convergence of Gradient Descent For Finite Width Over-parametrized Linear Networks With General Initialization
AISTATS 2023
On the Explicit Role of Initialization on the Convergence and Implicit Bias of Overparametrized Linear Networks
ICML 2021
Understanding the Dynamics of Gradient Flow in Overparameterized Linear models
ICML 2021