Single-Pass Contrastive Learning Can Work for Both Homophilic and Heterophilic Graph

Haonan Wang, Jieyu Zhang, Qi Zhu, Wei Huang, Kenji Kawaguchi, Xiaokui Xiao

Action editor: Sinead Williamson.

https://openreview.net/forum?id=244KePn09i

#graphs #graph #nodes

Universal Graph Continual Learning

https://openreview.net/forum?id=wzRE5kTnl3

#forgetting #continual #graphs

Subgraph Permutation Equivariant Networks

Joshua Mitton, Roderick Murray-Smith

Action editor: Guillaume Rabusseau.

https://openreview.net/forum?id=3agxS3aDUs

#subgraph #graphs #graph

You Only Transfer What You Share: Intersection-Induced Graph Transfer Learning for Link Prediction

Wenqing Zheng, Edward W Huang, Nikhil Rao, Zhangyang Wang, Karthik Subbian

Action editor: Bo Han.

https://openreview.net/forum?id=Nn71AdKyYH

#subgraph #graphs #nodes

SMGRL: Scalable Multi-resolution Graph Representation Learning

https://openreview.net/forum?id=ZBiXWM0AV8

#embeddings #graphs #nodes

'Clustering and Structural Robustness in Causal Diagrams', by Santtu Tikka, Jouni Helske, Juha Karvanen.

http://jmlr.org/papers/v24/21-1322.html

#causal #graphs #clusters

Rewiring with Positional Encodings for Graph Neural Networks

https://openreview.net/forum?id=dn3ZkqG2YV

#receptive #attention #graphs

Learning to Boost Resilience of Complex Networks via Neural Edge Rewiring

Shanchao Yang, MA KAILI, Baoxiang Wang, Tianshu Yu, Hongyuan Zha

Action editor: Nadav Cohen.

https://openreview.net/forum?id=moZvOx5cxe

#rewiring #edge #graphs

Understanding convolution on graphs via energies

Francesco Di Giovanni, James Rowbottom, Benjamin Paul Chamberlain et al.

Action editor: Guillaume Rabusseau.

https://openreview.net/forum?id=v5ew3FPTgb

#convolutions #convolutional #graphs

Graph Neural Networks for Temporal Graphs: State of the Art, Open Challenges, and Opportunities

Antonio Longa, Veronica Lachi, Gabriele Santin et al.

Action editor: Shinichi Nakajima.

https://openreview.net/forum?id=pHCdMat0gI

#temporal #graphs #graph

Meta Continual Learning on Graphs with Experience Replay

https://openreview.net/forum?id=8tnrh56P5W

#metaclgraph #graphs #node

Towards Better Generalization with Flexible Representation of Multi-Module Graph Neural Networks

HyunGeun Lee, Kijung Yoon

Action editor: Artem Babenko.

https://openreview.net/forum?id=EYjfLeJL4l

#graphs #graph #generalization

Wikipedia is one giant graph database. #Graphs

I haven’t shared an outline yet, but this is like draft number 29 of the TOC for Exploring Graph Theory with Julia:

Part 1: “Pure” graph theory
1. What is a graph?
2. Telling graphs apart
3. Drawing graphs

Part 2: “Applied” graph theory
4. Graphs and maps
5. Graphs and industry
6. Graphs and games
7. Graphs and music
8. Graphs and the universe
9. Graphs and knowledge

Part 1 is almost mapped out and ready to be drafted!

#Graphs #GraphTheory #JuliaLang #Math

If you (like me) like ASCII charts, I can highly recommend MRRArt (https://mrrartpro.com/) by @d4m1n

Number of cat snack servings per day

┆┆┆┆┆┆▉　4
┆┆▉┆┆┆▉　3
▉┆▉┆┆┆▉　2
▉┆▉┆▉┆▉　1

#Charting #Graphs #AsciiArt

DSpar: An Embarrassingly Simple Strategy for Efficient GNN training and inference via Degree-base...

Zirui Liu, Kaixiong Zhou, Zhimeng Jiang, Li Li, Rui Chen, Soo-Hyun Choi, Xia Hu

Action editor: Yujia Li.

https://openreview.net/forum?id=SaVEXFuozg

#graphs #edges #graph

A Simple Unified Method for Node Classification on Homophilous and Heterophilous Graphs

https://openreview.net/forum?id=7JKFHoXYEG

#graphs #nodes #adjacency

Graph Neural Networks for Temporal Graphs: State of the Art, Open Challenges, and Opportunities

https://openreview.net/forum?id=pHCdMat0gI

#temporal #graphs #graph

Self-Supervised Graph Representation Learning for Neuronal Morphologies

Marissa A. Weis, Laura Pede, Timo Lüddecke, Alexander S Ecker

Action editor: Robert Legenstein.

https://openreview.net/forum?id=ThhMzfrd6r

#neurons #graphs #representations

Learning to Boost Resilience of Complex Networks via Neural Edge Rewiring

https://openreview.net/forum?id=moZvOx5cxe

#rewiring #edge #graphs