Dominik Stöger
5 papers · 2021–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(11)
Venues
Top co-authors
Research topics
Keywords
gradient descent
(4)
low-rank matrix
(2)
generalization guarantee
(2)
matrix sensing
(2)
overparameterized model
(2)
global optimization
(1)
l1 regularization
(1)
low-rank matrix recovery
(1)
spectral learning
(1)
linear convergence
(1)
condition number
(1)
low-rank matrix reconstruction
(1)
basis pursuit
(1)
spectral method
(1)
implicit regularization
(1)
generative adversarial network
(1)
spectral initialization
(1)
factorized gradient descent
(1)
neural network
(1)
iteratively reweighted least square
(1)
Papers
Non-convex matrix sensing: Breaking the quadratic rank barrier in the sample complexity Extended Abstract
COLT 2025
Implicit Balancing and Regularization: Generalization and Convergence Guarantees for Overparameterized Asymmetric Matrix Sensing
COLT 2023
Iteratively Reweighted Least Squares for Basis Pursuit with Global Linear Convergence Rate
NeurIPS 2021
Small random initialization is akin to spectral learning: Optimization and generalization guarantees for overparameterized low-rank matrix reconstruction
NeurIPS 2021
Understanding Over-parameterization in Generative Adversarial Networks
ICLR 2021