Graph DL Paper Reading Group

Welcome to Graph DL Reading group

Here we enjoy reading papers related to graph machine learning and its applications. We sit once a week and try to cover up as much new research as possible and also the potential propagation of the core ideas behind the work.

[PS: this graphic is not meant to make fun of any esteemed researcher in the graph dl field, this type of image is used just to enjoy the learning and growth as a world wide community]

Weekly Schedule

MAR 13 - MAR 18

Date	Paper Title	Paper	ZOOM Time/ YT
Mar 13	Understanding over-squashing and bottlenecks on graphs via curvature	https://arxiv.org/abs/2111.14522 Jake Topping et al.	TBD Meeting ID 886 4222 9141 Passcode cA6Zfc
Mar 15	Sheaf Neural Networks with Connection Laplacians	https://arxiv.org/abs/2206.08702 Federico Barbero et al.	TBD Meeting ID 886 4222 9141 Passcode cA6Zfc
Mar 18	Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Over Smoothing in GNNs	https://arxiv.org/abs/2202.04579 Cristian Bodnar et al.	TBD Meeting ID 886 4222 9141 Passcode cA6Zfc

Upcoming Papers

Date	Paper Title	Paper	ZOOM Time/ YT
Mar 13	Graph Neural Networks as Gradient Flows: understanding graph convolutions via energy	https://arxiv.org/abs/2206.10991 Francesco Di Giovanni et al.	TBD Meeting ID 886 4222 9141 Passcode cA6Zfc
Mar 15	Sheaf Neural Networks with Connection Laplacians	https://arxiv.org/abs/2206.08702 Federico Barbero et al.	TBD Meeting ID 886 4222 9141 Passcode cA6Zfc
Mar 18	Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Over Smoothing in GNNs	https://arxiv.org/abs/2202.04579 Cristian Bodnar et al.	TBD Meeting ID 886 4222 9141 Passcode cA6Zfc

Date	Paper Title	Paper	ZOOM Time/ YT
Mar 13	Graph Neural Networks as Gradient Flows: understanding graph convolutions via energy	https://arxiv.org/abs/2206.10991 Francesco Di Giovanni et al.	TBD Meeting ID 886 4222 9141 Passcode cA6Zfc
Mar 15	Sheaf Neural Networks with Connection Laplacians	https://arxiv.org/abs/2206.08702 Federico Barbero et al.	TBD Meeting ID 886 4222 9141 Passcode cA6Zfc
Mar 18	Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Over Smoothing in GNNs	https://arxiv.org/abs/2202.04579 Cristian Bodnar et al.	TBD Meeting ID 886 4222 9141 Passcode cA6Zfc

Understanding over-squashing and bottlenecks on graphs via curvature

Sheaf Neural Networks with Connection Laplacians

Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Over Smoothing in GNNs

Sheaf Neural Networks with Connection Laplacians

Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Over Smoothing in GNNs

Sheaf Neural Networks with Connection Laplacians

Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Over Smoothing in GNNs