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Poster
Thu 17:00 Understanding the Representation Power of Graph Neural Networks in Learning Graph Topology
Nima Dehmamy · Albert-Laszlo Barabasi · Rose Yu
Poster
Thu 10:45 Abstraction based Output Range Analysis for Neural Networks
Pavithra Prabhakar · Zahra Rahimi Afzal
Poster
Thu 10:45 Fully Neural Network based Model for General Temporal Point Processes
Takahiro Omi · naonori ueda · Kazuyuki Aihara
Poster
Wed 17:00 Neural Relational Inference with Fast Modular Meta-learning
Ferran Alet · Erica Weng · Tomás Lozano-Pérez · Leslie Kaelbling
Poster
Tue 10:45 Defense Against Adversarial Attacks Using Feature Scattering-based Adversarial Training
Haichao Zhang · Jianyu Wang
Poster
Wed 17:00 On the equivalence between graph isomorphism testing and function approximation with GNNs
Zhengdao Chen · Soledad Villar · Lei Chen · Joan Bruna
Poster
Tue 17:30 Implicit Generation and Modeling with Energy Based Models
Yilun Du · Igor Mordatch
Poster
Wed 17:00 A Flexible Generative Framework for Graph-based Semi-supervised Learning
Jiaqi Ma · Weijing Tang · Ji Zhu · Qiaozhu Mei
Poster
Thu 10:45 Gossip-based Actor-Learner Architectures for Deep Reinforcement Learning
Mahmoud Assran · Joshua Romoff · Nicolas Ballas · Joelle Pineau · Mike Rabbat
Poster
Wed 17:00 Novel positional encodings to enable tree-based transformers
Vighnesh Shiv · Chris Quirk
Workshop
Fri 15:00 Contributed Talk: LeDeepChef: Deep Reinforcement Learning Agent for Families of Text-Based Games
Leonard Adolphs
Workshop
Sat 16:20 Towards an understanding of wide, deep neural networks
Yasaman Bahri