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Spotlight
Thu Jul 21 07:30 AM -- 07:35 AM (PDT) @ Room 327 - 329
Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness
Namuk Park · Songkuk Kim
Spotlight
Thu Jul 21 07:35 AM -- 07:40 AM (PDT) @ Room 327 - 329
Breaking Down Out-of-Distribution Detection: Many Methods Based on OOD Training Data Estimate a Combination of the Same Core Quantities
Julian Bitterwolf · Alexander Meinke · Maximilian Augustin · Matthias Hein
Spotlight
Thu Jul 21 07:40 AM -- 07:45 AM (PDT) @ Room 327 - 329
Comprehensive Analysis of Negative Sampling in Knowledge Graph Representation Learning
Hidetaka Kamigaito · Katsuhiko Hayashi
Spotlight
Thu Jul 21 07:45 AM -- 07:50 AM (PDT) @ Room 327 - 329
Linearity Grafting: Relaxed Neuron Pruning Helps Certifiable Robustness
Tianlong Chen · Huan Zhang · Zhenyu Zhang · Shiyu Chang · Sijia Liu · Pin-Yu Chen · Zhangyang “Atlas” Wang
Spotlight
Thu Jul 21 07:50 AM -- 07:55 AM (PDT) @ Room 327 - 329
A Hierarchical Transitive-Aligned Graph Kernel for Un-attributed Graphs
Lu Bai · Lixin Cui · Edwin Hancock
Spotlight
Thu Jul 21 07:55 AM -- 08:00 AM (PDT) @ Room 327 - 329
Leverage Score Sampling for Tensor Product Matrices in Input Sparsity Time
David Woodruff · Amir Zandieh
Oral
Thu Jul 21 08:00 AM -- 08:20 AM (PDT) @ Room 327 - 329
Random Gegenbauer Features for Scalable Kernel Methods
Insu Han · Amir Zandieh · Haim Avron
Spotlight
Thu Jul 21 08:20 AM -- 08:25 AM (PDT) @ Room 327 - 329
Robust Meta-learning with Sampling Noise and Label Noise via Eigen-Reptile
Dong Chen · Lingfei Wu · Siliang Tang · Xiao Yun · Bo Long · Yueting Zhuang
Spotlight
Thu Jul 21 08:25 AM -- 08:30 AM (PDT) @ Room 327 - 329
Functional Output Regression with Infimal Convolution: Exploring the Huber and $\epsilon$-insensitive Losses
Alex Lambert · Dimitri Bouche · Zoltan Szabo · Florence d'Alché-Buc
Spotlight
Thu Jul 21 08:30 AM -- 08:35 AM (PDT) @ Room 327 - 329
Measuring dissimilarity with diffeomorphism invariance
Théophile Cantelobre · Carlo Ciliberto · Benjamin Guedj · Alessandro Rudi
Spotlight
Thu Jul 21 08:35 AM -- 08:40 AM (PDT) @ Room 327 - 329
Importance Weighted Kernel Bayes' Rule
Liyuan Xu · Yutian Chen · Arnaud Doucet · Arthur Gretton
Spotlight
Thu Jul 21 08:40 AM -- 08:45 AM (PDT) @ Room 327 - 329
An Asymptotic Test for Conditional Independence using Analytic Kernel Embeddings
Meyer Scetbon · Laurent Meunier · Yaniv Romano
Spotlight
Thu Jul 21 08:45 AM -- 08:50 AM (PDT) @ Room 327 - 329
Nyström Kernel Mean Embeddings
Antoine Chatalic · Nicolas Schreuder · Lorenzo Rosasco · Alessandro Rudi
Spotlight
Thu Jul 21 08:50 AM -- 08:55 AM (PDT) @ Room 327 - 329
Distribution Regression with Sliced Wasserstein Kernels
Dimitri Marie Meunier · Massimiliano Pontil · Carlo Ciliberto