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Parallel Deep Neural Networks Have Zero Duality Gap
13 October 2021
Yifei Wang
Tolga Ergen
Mert Pilanci
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Papers citing
"Parallel Deep Neural Networks Have Zero Duality Gap"
11 / 11 papers shown
Convex Relaxations of ReLU Neural Networks Approximate Global Optima in Polynomial Time
International Conference on Machine Learning (ICML), 2024
Sungyoon Kim
Mert Pilanci
545
7
0
06 Feb 2024
Analyzing Neural Network-Based Generative Diffusion Models through Convex Optimization
Fangzhao Zhang
Mert Pilanci
DiffM
312
5
0
03 Feb 2024
Polynomial-Time Solutions for ReLU Network Training: A Complexity Classification via Max-Cut and Zonotopes
Yifei Wang
Mert Pilanci
237
3
0
18 Nov 2023
Fixing the NTK: From Neural Network Linearizations to Exact Convex Programs
Neural Information Processing Systems (NeurIPS), 2023
Rajat Vadiraj Dwaraknath
Tolga Ergen
Mert Pilanci
315
0
0
26 Sep 2023
ReLU Neural Networks with Linear Layers are Biased Towards Single- and Multi-Index Models
SIAM Journal on Mathematics of Data Science (SIMODS), 2023
Suzanna Parkinson
Greg Ongie
Rebecca Willett
443
7
0
24 May 2023
Globally Optimal Training of Neural Networks with Threshold Activation Functions
International Conference on Learning Representations (ICLR), 2023
Tolga Ergen
Halil Ibrahim Gulluk
Jonathan Lacotte
Mert Pilanci
270
9
0
06 Mar 2023
Fast Convex Optimization for Two-Layer ReLU Networks: Equivalent Model Classes and Cone Decompositions
International Conference on Machine Learning (ICML), 2022
Aaron Mishkin
Arda Sahiner
Mert Pilanci
OffRL
496
33
0
02 Feb 2022
Path Regularization: A Convexity and Sparsity Inducing Regularization for Parallel ReLU Networks
Tolga Ergen
Mert Pilanci
437
18
0
18 Oct 2021
Hidden Convexity of Wasserstein GANs: Interpretable Generative Models with Closed-Form Solutions
Arda Sahiner
Tolga Ergen
Batu Mehmet Ozturkler
Burak Bartan
John M. Pauly
Morteza Mardani
Mert Pilanci
GAN
323
21
0
12 Jul 2021
Demystifying Batch Normalization in ReLU Networks: Equivalent Convex Optimization Models and Implicit Regularization
International Conference on Learning Representations (ICLR), 2021
Tolga Ergen
Arda Sahiner
Batu Mehmet Ozturkler
John M. Pauly
Morteza Mardani
Mert Pilanci
399
33
0
02 Mar 2021
Xception: Deep Learning with Depthwise Separable Convolutions
Computer Vision and Pattern Recognition (CVPR), 2016
François Chollet
MDE
BDL
PINN
3.0K
16,661
0
07 Oct 2016
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