Pascal Welke
@pascalwelke.bsky.social
Graph Machine Learning and Graph Mining
Assistant Professor (Lecturer) in Data Science
Lancaster University Leipzig
https://pwelke.de
Assistant Professor (Lecturer) in Data Science
Lancaster University Leipzig
https://pwelke.de
We show that message passing neural networks (MPNNs) are implicitly trained to respect graph functional distances, and introduce the weighted Weisfeiler Leman Labeling Tree (WILT) to identify subgraphs that MPNNs consider functionally important.
July 16, 2025 at 4:13 PM
We show that message passing neural networks (MPNNs) are implicitly trained to respect graph functional distances, and introduce the weighted Weisfeiler Leman Labeling Tree (WILT) to identify subgraphs that MPNNs consider functionally important.
Oral at 10.20 am in West Exhibit Hall C
Poster #3009 at 11am in East Exhibit Hall A-C
Poster #3009 at 11am in East Exhibit Hall A-C
December 13, 2024 at 4:33 PM
Oral at 10.20 am in West Exhibit Hall C
Poster #3009 at 11am in East Exhibit Hall A-C
Poster #3009 at 11am in East Exhibit Hall A-C
The slides are on my homepage. Official recordings of the event will follow soon.
pwelke.de/presentation...
pwelke.de/presentation...
pwelke.de
December 1, 2024 at 11:08 AM
The slides are on my homepage. Official recordings of the event will follow soon.
pwelke.de/presentation...
pwelke.de/presentation...