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Oral
Thu Dec 10 06:00 PM -- 06:15 PM (PST) @ Orals & Spotlights: Deep Learning
Is normalization indispensable for training deep neural network?
Jie Shao · Kai Hu · Changhu Wang · Xiangyang Xue · Bhiksha Raj
Oral
Thu Dec 10 06:15 PM -- 06:30 PM (PST) @ Orals & Spotlights: Deep Learning
Understanding Approximate Fisher Information for Fast Convergence of Natural Gradient Descent in Wide Neural Networks
Ryo Karakida · Kazuki Osawa
Oral
Thu Dec 10 06:30 PM -- 06:45 PM (PST) @ Orals & Spotlights: Deep Learning
Spectra of the Conjugate Kernel and Neural Tangent Kernel for linear-width neural networks
Zhou Fan · Zhichao Wang
Break
Thu Dec 10 06:45 PM -- 07:00 PM (PST)
Break
Spotlight
Thu Dec 10 07:00 PM -- 07:10 PM (PST) @ Orals & Spotlights: Deep Learning
Generalization bound of globally optimal non-convex neural network training: Transportation map estimation by infinite dimensional Langevin dynamics
Taiji Suzuki
Spotlight
Thu Dec 10 07:10 PM -- 07:20 PM (PST) @ Orals & Spotlights: Deep Learning
Kernel Based Progressive Distillation for Adder Neural Networks
Yixing Xu · Chang Xu · Xinghao Chen · Wei Zhang · Chunjing XU · Yunhe Wang
Spotlight
Thu Dec 10 07:20 PM -- 07:30 PM (PST) @ Orals & Spotlights: Deep Learning
What Neural Networks Memorize and Why: Discovering the Long Tail via Influence Estimation
Vitaly Feldman · Chiyuan Zhang
Spotlight
Thu Dec 10 07:30 PM -- 07:40 PM (PST) @ Orals & Spotlights: Deep Learning
Collegial Ensembles
Etai Littwin · Ben Myara · Sima Sabah · Joshua Susskind · Shuangfei Zhai · Oren Golan
Q&A
Thu Dec 10 07:40 PM -- 07:50 PM (PST)
Joint Q&A for Preceeding Spotlights
Spotlight
Thu Dec 10 07:50 PM -- 08:00 PM (PST) @ Orals & Spotlights: Deep Learning
Finite Versus Infinite Neural Networks: an Empirical Study
Jaehoon Lee · Sam Schoenholz · Jeffrey Pennington · Ben Adlam · Lechao Xiao · Roman Novak · Jascha Sohl-Dickstein
Spotlight
Thu Dec 10 08:00 PM -- 08:10 PM (PST) @ Orals & Spotlights: Deep Learning
Estimating Training Data Influence by Tracing Gradient Descent
Garima Pruthi · Frederick Liu · Satyen Kale · Mukund Sundararajan
Spotlight
Thu Dec 10 08:10 PM -- 08:20 PM (PST) @ Orals & Spotlights: Deep Learning
AdaBelief Optimizer: Adapting Stepsizes by the Belief in Observed Gradients
Juntang Zhuang · Tommy Tang · Yifan Ding · Sekhar C Tatikonda · Nicha Dvornek · Xenophon Papademetris · James Duncan
Spotlight
Thu Dec 10 08:20 PM -- 08:30 PM (PST) @ Orals & Spotlights: Deep Learning
Part-dependent Label Noise: Towards Instance-dependent Label Noise
Xiaobo Xia · Tongliang Liu · Bo Han · Nannan Wang · Mingming Gong · Haifeng Liu · Gang Niu · Dacheng Tao · Masashi Sugiyama
Q&A
Thu Dec 10 08:30 PM -- 08:40 PM (PST)
Joint Q&A for Preceeding Spotlights
Break
Thu Dec 10 08:40 PM -- 09:00 PM (PST)
Break