John M. Pauly
5 papers · 2021–2024 · 1 venue · across top CS/AI venues
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Venues
Top co-authors
Research topics
Keywords
convex optimization
(4)
neural network
(4)
gradient descent
(2)
image reconstruction
(1)
global optimization
(1)
optimality bounds
(1)
closed-form solution
(1)
polynomial time
(1)
generative model
(1)
inverse problem
(1)
implicit regularization
(1)
weight decay regularization
(1)
weight decay
(1)
relu network
(1)
convex duality
(1)
local minimum
(1)
wasserstein gan
(1)
burer-monteiro factorization
(1)
feature learning
(1)
copositive programming
(1)
Papers
Scaling Convex Neural Networks with Burer-Monteiro Factorization
ICLR 2024
Demystifying Batch Normalization in ReLU Networks: Equivalent Convex Optimization Models and Implicit Regularization
ICLR 2022
Hidden Convexity of Wasserstein GANs: Interpretable Generative Models with Closed-Form Solutions
ICLR 2022
Convex Regularization behind Neural Reconstruction
ICLR 2021
Vector-output ReLU Neural Network Problems are Copositive Programs: Convex Analysis of Two Layer Networks and Polynomial-time Algorithms
ICLR 2021