Do Kernel and Neural Embeddings Help in Training and Generalization?

Do Kernel and Neural Embeddings Help in Training and Generalization?

13 May 2019

Devdatt Dubhashi

Morteza Haghir Chehreghani

Papers citing "Do Kernel and Neural Embeddings Help in Training and Generalization?"

10 / 10 papers shown

Title
Fine-Grained Analysis of Optimization and Generalization for Overparameterized Two-Layer Neural Networks Sanjeev Arora S. Du Wei Hu Zhiyuan Li Ruosong Wang MLT 195 972 0 24 Jan 2019
Neural Tangent Kernel: Convergence and Generalization in Neural Networks Arthur Jacot Franck Gabriel Clément Hongler 267 3,195 0 20 Jun 2018
To understand deep learning we need to understand kernel learning M. Belkin Siyuan Ma Soumik Mandal 60 418 0 05 Feb 2018
Invariance of Weight Distributions in Rectified MLPs Russell Tsuchida Farbod Roosta-Khorasani M. Gallagher MLT 71 35 0 24 Nov 2017
Understanding deep learning requires rethinking generalization Chiyuan Zhang Samy Bengio Moritz Hardt Benjamin Recht Oriol Vinyals HAI 336 4,625 0 10 Nov 2016
LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop Feng Yu Ari Seff Yinda Zhang Shuran Song Thomas Funkhouser Jianxiong Xiao 91 2,337 0 10 Jun 2015
Deep Learning in Neural Networks: An Overview Jürgen Schmidhuber HAI 243 16,354 0 30 Apr 2014
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 253 12,435 0 24 Jun 2012
Algorithms for Learning Kernels Based on Centered Alignment Corinna Cortes M. Mohri Afshin Rostamizadeh 71 545 0 02 Mar 2012
A Tutorial on Spectral Clustering U. V. Luxburg 282 10,536 0 01 Nov 2007