Path Regularization: A Convexity and Sparsity Inducing Regularization for Parallel ReLU Networks

18 October 2021

Papers citing "Path Regularization: A Convexity and Sparsity Inducing Regularization for Parallel ReLU Networks"

14 / 14 papers shown

Title
Geometric Algebra Planes: Convex Implicit Neural Volumes Irmak Sivgin Sara Fridovich-Keil Gordon Wetzstein Mert Pilanci 73 1 0 20 Nov 2024
Approaching Deep Learning through the Spectral Dynamics of Weights David Yunis Kumar Kshitij Patel Samuel Wheeler Pedro H. P. Savarese Gal Vardi Karen Livescu Michael Maire Matthew R. Walter 52 3 0 21 Aug 2024
Analyzing Neural Network-Based Generative Diffusion Models through Convex Optimization Fangzhao Zhang Mert Pilanci DiffM 48 3 0 03 Feb 2024
Fixing the NTK: From Neural Network Linearizations to Exact Convex Programs Rajat Vadiraj Dwaraknath Tolga Ergen Mert Pilanci 35 0 0 26 Sep 2023
ReLU Neural Networks with Linear Layers are Biased Towards Single- and Multi-Index Models Suzanna Parkinson Greg Ongie Rebecca Willett 62 6 0 24 May 2023
When Deep Learning Meets Polyhedral Theory: A Survey Joey Huchette Gonzalo Muñoz Thiago Serra Calvin Tsay AI4CE 94 32 0 29 Apr 2023
Globally Optimal Training of Neural Networks with Threshold Activation Functions Tolga Ergen Halil Ibrahim Gulluk Jonathan Lacotte Mert Pilanci 65 8 0 06 Mar 2023
The Lazy Neuron Phenomenon: On Emergence of Activation Sparsity in Transformers Zong-xiao Li Chong You Srinadh Bhojanapalli Daliang Li A. S. Rawat ... Kenneth Q Ye Felix Chern Felix X. Yu Ruiqi Guo Surinder Kumar MoE 27 87 0 12 Oct 2022
Deep Learning meets Nonparametric Regression: Are Weight-Decayed DNNs Locally Adaptive? Kaiqi Zhang Yu-Xiang Wang 17 12 0 20 Apr 2022
Parallel Deep Neural Networks Have Zero Duality Gap Yifei Wang Tolga Ergen Mert Pilanci 79 10 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 20 20 0 12 Jul 2021
Demystifying Batch Normalization in ReLU Networks: Equivalent Convex Optimization Models and Implicit Regularization Tolga Ergen Arda Sahiner Batu Mehmet Ozturkler John M. Pauly Morteza Mardani Mert Pilanci 16 31 0 02 Mar 2021
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 297 10,220 0 16 Nov 2016
Norm-Based Capacity Control in Neural Networks Behnam Neyshabur Ryota Tomioka Nathan Srebro 119 577 0 27 Feb 2015