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Poster
Wed 7:45 How to Start Training: The Effect of Initialization and Architecture
Boris Hanin · David Rolnick
Poster
Wed 14:00 Are ResNets Provably Better than Linear Predictors?
Ohad Shamir
Poster
Tue 14:00 Training Neural Networks Using Features Replay
Zhouyuan Huo · Bin Gu · Heng Huang
Poster
Tue 7:45 Bayesian Distributed Stochastic Gradient Descent
Michael Teng · Frank Wood
Poster
Thu 14:00 Constructing Fast Network through Deconstruction of Convolution
Yunho Jeon · Junmo Kim
Poster
Tue 14:00 Provably Correct Automatic Sub-Differentiation for Qualified Programs
Sham Kakade · Jason Lee
Poster
Tue 7:45 Training Deep Models Faster with Robust, Approximate Importance Sampling
Tyler Johnson · Carlos Guestrin
Poster
Wed 14:00 How SGD Selects the Global Minima in Over-parameterized Learning: A Dynamical Stability Perspective
Lei Wu · Chao Ma · Weinan E
Poster
Tue 7:45 Which Neural Net Architectures Give Rise to Exploding and Vanishing Gradients?
Boris Hanin
Poster
Thu 7:45 Combinatorial Optimization with Graph Convolutional Networks and Guided Tree Search
Zhuwen Li · Qifeng Chen · Vladlen Koltun
Poster
Wed 7:45 On the Local Hessian in Back-propagation
Huishuai Zhang · Wei Chen · Tie-Yan Liu
Poster
Tue 7:45 TETRIS: TilE-matching the TRemendous Irregular Sparsity
Yu Ji · Ling Liang · Lei Deng · Youyang Zhang · Youhui Zhang · Yuan Xie