Poster

OOD Link Prediction Generalization Capabilities of Message-Passing GNNs in Larger Test Graphs
Yangze Zhou · Gitta Kutyniok · Bruno Ribeiro

Poster

Wed 14:00

ReFactor GNNs: Revisiting Factorisation-based Models from a Message-Passing Perspective
Yihong Chen · Pushkar Mishra · Luca Franceschi · Pasquale Minervini · Pontus Lars Erik Saito Stenetorp · Sebastian Riedel

Poster

Wed 9:00

ComENet: Towards Complete and Efficient Message Passing for 3D Molecular Graphs
Limei Wang · Yi Liu · Yuchao Lin · Haoran Liu · Shuiwang Ji

Poster

Wed 9:00

Subspace clustering in high-dimensions: Phase transitions & Statistical-to-Computational gap
Luca Pesce · Bruno Loureiro · Florent Krzakala · Lenka Zdeborová

Workshop

ACMP: Allen-Cahn Message Passing with Attractive and Repulsive Forces for Graph Neural Networks
Yuelin Wang · Kai Yi · Xinliang Liu · Yuguang Wang · Shi Jin

Poster

Wed 14:00

Proppo: a Message Passing Framework for Customizable and Composable Learning Algorithms
Paavo Parmas · Takuma Seno

Poster

Thu 9:00

How Powerful are K-hop Message Passing Graph Neural Networks
Jiarui Feng · Yixin Chen · Fuhai Li · Anindya Sarkar · Muhan Zhang

Poster

Thu 14:00

Graph Neural Networks are Dynamic Programmers
Andrew J Dudzik · Petar Veličković

Poster

Thu 14:00

The price of ignorance: how much does it cost to forget noise structure in low-rank matrix estimation?
Jean Barbier · TianQi Hou · Marco Mondelli · Manuel Saenz

Poster

Tue 14:00

Multi-layer State Evolution Under Random Convolutional Design
Max Daniels · Cedric Gerbelot · Florent Krzakala · Lenka Zdeborová

Poster

Tue 9:00

Redundancy-Free Message Passing for Graph Neural Networks
Rongqin Chen · Shenghui Zhang · Leong Hou U · Ye Li

Poster

Wed 14:00

Generalization Analysis of Message Passing Neural Networks on Large Random Graphs
Sohir Maskey · Ron Levie · Yunseok Lee · Gitta Kutyniok