firstbacksecondback
16 Results
|
Poster
|
Wed 9:00 |
Beyond Real-world Benchmark Datasets: An Empirical Study of Node Classification with GNNs Seiji Maekawa · Koki Noda · Yuya Sasaki · makoto onizuka |
|
|
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
|
OOD Link Prediction Generalization Capabilities of Message-Passing GNNs in Larger Test Graphs Yangze Zhou · Gitta Kutyniok · Bruno Ribeiro |
||
|
Poster
|
Tue 14:00 |
Ordered Subgraph Aggregation Networks Chendi Qian · Gaurav Rattan · Floris Geerts · Mathias Niepert · Christopher Morris |
|
|
Poster
|
Thu 14:00 |
Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries Fabrizio Frasca · Beatrice Bevilacqua · Michael Bronstein · Haggai Maron |
|
|
Poster
|
Thu 14:00 |
Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs Cristian Bodnar · Francesco Di Giovanni · Benjamin Chamberlain · Pietro Lió · Michael Bronstein |
|
|
Poster
|
Thu 9:00 |
Learning-based Motion Planning in Dynamic Environments Using GNNs and Temporal Encoding Ruipeng Zhang · Chenning Yu · Jingkai Chen · Chuchu Fan · Sicun Gao |
|
|
Workshop
|
Reducing Down(stream)time: Pretraining Molecular GNNs using Heterogeneous AI Accelerators Jenna A Bilbrey · Kristina Herman · Henry Sprueill · Sotiris Xantheas · Payel Das · Manuel Lopez Roldan · Mike Kraus · Hatem Helal · Sutanay Choudhury |
||
|
Workshop
|
PhAST: Physics-Aware, Scalable, and Task-specific GNNs for accelerated catalyst design ALEXANDRE DUVAL · Victor Schmidt · Alex Hernandez-Garcia · Santiago Miret · Yoshua Bengio · David Rolnick |
||
|
Workshop
|
Resolving Computational Challenges in Accelerating Electronic Structure Calculations using Machine Learning James S Fox · J. Adam Stephens · Normand Modine · Laura Swiler · Sivasankaran Rajamanickam |
||
|
Workshop
|
Chemistry Insights for Large Pretrained GNNs Janice Lan · Katherine Xu |
||
|
Workshop
|
GraphWorld: Fake Graphs BringReal Insights for GNNs John Palowitch · Anton Tsitsulin · Bryan Perozzi · Brandon Mayer |