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2012.05169
Cited By
Convex Regularization Behind Neural Reconstruction
International Conference on Learning Representations (ICLR), 2020
9 December 2020
Arda Sahiner
Morteza Mardani
Batu Mehmet Ozturkler
Mert Pilanci
John M. Pauly
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Papers citing
"Convex Regularization Behind Neural Reconstruction"
17 / 17 papers shown
How do Minimum-Norm Shallow Denoisers Look in Function Space?
Neural Information Processing Systems (NeurIPS), 2023
Chen Zeno
Greg Ongie
Yaniv Blumenfeld
Nir Weinberger
Daniel Soudry
297
11
0
12 Nov 2023
On the Global Convergence of Natural Actor-Critic with Two-layer Neural Network Parametrization
Mudit Gaur
Amrit Singh Bedi
Di-di Wang
Vaneet Aggarwal
301
8
0
18 Jun 2023
Convex Dual Theory Analysis of Two-Layer Convolutional Neural Networks with Soft-Thresholding
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
Chunyan Xiong
Meng Lu
Xiaotong Yu
JIAN-PENG Cao
Zhong Chen
D. Guo
X. Qu
MLT
387
3
0
14 Apr 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
352
10
0
06 Mar 2023
On the Global Convergence of Fitted Q-Iteration with Two-layer Neural Network Parametrization
International Conference on Machine Learning (ICML), 2022
Mudit Gaur
Vaneet Aggarwal
Mridul Agarwal
MLT
466
3
0
14 Nov 2022
GLEAM: Greedy Learning for Large-Scale Accelerated MRI Reconstruction
Batu Mehmet Ozturkler
Arda Sahiner
Tolga Ergen
Arjun D Desai
Christopher M. Sandino
S. Vasanawala
John M. Pauly
Morteza Mardani
Mert Pilanci
228
6
0
18 Jul 2022
Unraveling Attention via Convex Duality: Analysis and Interpretations of Vision Transformers
International Conference on Machine Learning (ICML), 2022
Arda Sahiner
Tolga Ergen
Batu Mehmet Ozturkler
John M. Pauly
Morteza Mardani
Mert Pilanci
364
36
0
17 May 2022
Scale-Equivariant Unrolled Neural Networks for Data-Efficient Accelerated MRI Reconstruction
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
Beliz Gunel
Arda Sahiner
Arjun D Desai
Akshay S. Chaudhari
S. Vasanawala
Mert Pilanci
John M. Pauly
MedIm
204
9
0
21 Apr 2022
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
650
35
0
02 Feb 2022
The Convex Geometry of Backpropagation: Neural Network Gradient Flows Converge to Extreme Points of the Dual Convex Program
Yifei Wang
Mert Pilanci
MLT
MDE
269
12
0
13 Oct 2021
Parallel Deep Neural Networks Have Zero Duality Gap
Yifei Wang
Tolga Ergen
Mert Pilanci
486
12
0
13 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
432
23
0
12 Jul 2021
Training Quantized Neural Networks to Global Optimality via Semidefinite Programming
International Conference on Machine Learning (ICML), 2021
Burak Bartan
Mert Pilanci
249
10
0
04 May 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
473
33
0
02 Mar 2021
Neural Spectrahedra and Semidefinite Lifts: Global Convex Optimization of Polynomial Activation Neural Networks in Fully Polynomial-Time
Burak Bartan
Mert Pilanci
180
26
0
07 Jan 2021
Vector-output ReLU Neural Network Problems are Copositive Programs: Convex Analysis of Two Layer Networks and Polynomial-time Algorithms
International Conference on Learning Representations (ICLR), 2020
Arda Sahiner
Tolga Ergen
John M. Pauly
Mert Pilanci
MLT
593
45
0
24 Dec 2020
The Hidden Convex Optimization Landscape of Two-Layer ReLU Neural Networks: an Exact Characterization of the Optimal Solutions
International Conference on Learning Representations (ICLR), 2020
Yifei Wang
Jonathan Lacotte
Mert Pilanci
MLT
440
30
0
10 Jun 2020
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