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Oral
Thu Dec 10 06:00 AM -- 06:15 AM (PST) @ Orals & Spotlights: Graph/Relational/Theory
Graph Cross Networks with Vertex Infomax Pooling
Maosen Li · Siheng Chen · Ya Zhang · Ivor Tsang
Oral
Thu Dec 10 06:15 AM -- 06:30 AM (PST) @ Orals & Spotlights: Graph/Relational/Theory
Erdos Goes Neural: an Unsupervised Learning Framework for Combinatorial Optimization on Graphs
Nikolaos Karalias · Andreas Loukas
Oral
Thu Dec 10 06:30 AM -- 06:45 AM (PST) @ Orals & Spotlights: Graph/Relational/Theory
Graph Random Neural Networks for Semi-Supervised Learning on Graphs
Wenzheng Feng · Jie Zhang · Yuxiao Dong · Yu Han · Huanbo Luan · Qian Xu · Qiang Yang · Evgeny Kharlamov · Jie Tang
Break
Thu Dec 10 06:45 AM -- 07:00 AM (PST)
Break
Spotlight
Thu Dec 10 07:00 AM -- 07:10 AM (PST) @ Orals & Spotlights: Graph/Relational/Theory
Learning Graph Structure With A Finite-State Automaton Layer
Daniel D. Johnson · Hugo Larochelle · Daniel Tarlow
Spotlight
Thu Dec 10 07:10 AM -- 07:20 AM (PST) @ Orals & Spotlights: Graph/Relational/Theory
Pointer Graph Networks
Petar Veličković · Lars Buesing · Matt Overlan · Razvan Pascanu · Oriol Vinyals · Charles Blundell
Q&A
Thu Dec 10 07:20 AM -- 07:30 AM (PST)
Joint Q&A for Preceeding Spotlights
Hongbin Pei · Bingzhe Wei · Kevin Chang · Chunxu Zhang · Bo Yang
Spotlight
Thu Dec 10 07:30 AM -- 07:40 AM (PST) @ Orals & Spotlights: Graph/Relational/Theory
Certified Robustness of Graph Convolution Networks for Graph Classification under Topological Attacks
Hongwei Jin · Zhan Shi · Ashish Peruri · Xinhua Zhang
Q&A
Thu Dec 10 07:40 AM -- 07:50 AM (PST)
Joint Q&A for Preceeding Spotlights
Spotlight
Thu Dec 10 07:50 AM -- 08:00 AM (PST) @ Orals & Spotlights: Graph/Relational/Theory
Convergence and Stability of Graph Convolutional Networks on Large Random Graphs
Nicolas Keriven · Alberto Bietti · Samuel Vaiter
Spotlight
Thu Dec 10 08:00 AM -- 08:10 AM (PST) @ Orals & Spotlights: Graph/Relational/Theory
Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains
Matthew Tancik · Pratul Srinivasan · Ben Mildenhall · Sara Fridovich-Keil · Nithin Raghavan · Utkarsh Singhal · Ravi Ramamoorthi · Jon Barron · Ren Ng
Spotlight
Thu Dec 10 08:10 AM -- 08:20 AM (PST) @ Orals & Spotlights: Graph/Relational/Theory
Most ReLU Networks Suffer from $\ell^2$ Adversarial Perturbations
Amit Daniely · Hadas Shacham
Spotlight
Thu Dec 10 08:20 AM -- 08:30 AM (PST) @ Orals & Spotlights: Graph/Relational/Theory
Beyond Perturbations: Learning Guarantees with Arbitrary Adversarial Test Examples
Shafi Goldwasser · Adam Tauman Kalai · Yael Kalai · Omar Montasser
Q&A
Thu Dec 10 08:30 AM -- 08:40 AM (PST)
Joint Q&A for Preceeding Spotlights
Break
Thu Dec 10 08:40 AM -- 09:00 AM (PST)
Break