Hypergraph clustering using Ricci curvature: an edge transport perspective

Olympio Hacquard

Action editor: Lorenzo Orecchia

https://openreview.net/forum?id=HMROU8MXqV

#hypergraph #hypergraphs #hyperedges

Rel-HNN: Split Parallel Hypergraph Neural Network for Learning on Relational Databases

Md. Tanvir Alam, Md. Ahasanul Alam, Md Mahmudur Rahman, Md Mosaddek Khan

Action editor: Giannis Nikolentzos

https://openreview.net/forum?id=L7VP7gxpVG

#hypergraph #hypergraphs #relational

Hypergraphs as Weighted Directed Self-Looped Graphs: Spectral Properties, Clustering, Cheeger Ine...

Zihao Li, Dongqi Fu, Hengyu Liu, Jingrui He

Action editor: Seungjin Choi

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

#hypergraphs #hypergraph #graphs

Favorite dialogue #2
- use #RDF, it is capable of modeling EVERYTHING!!!
- How to model #hypergraphs or #metagraphs with RDF?
and then top answers
1) Reification
2) I never use them
3) You dont need such complex structures because of 2
4) RDF 1.2 for sure could do it somehow with answer 1

🎉 ASH v1.0.0 (codename “Bulbasaur”) is here — a complete overhaul of the Attributed Stream Hypergraph library for Python!

Built for attributed & temporal hypergraph analysis.
Link in follow-ups 👇
#Hypergraphs #NetSci #NetworkScience #Research

New #J2C Certification:

SE3Set: Harnessing Equivariant Hypergraph Neural Networks for Molecular Representation Learning

Hongfei Wu, Lijun Wu, Guoqing Liu, Zhirong Liu, Bin Shao, Zun Wang

https://openreview.net/forum?id=muWEt1TOyo

#hypergraph #hypergraphs #molecule

I am pleased to share the link to my recent publication in Sustainable Development, published by Wiley.

onlinelibrary.wiley.com/doi/10.1002/...

#Degrowth #GreenGrowth #GreenNewDeal #SDG #Sustainability #SustainableDevelopment #SystemsThinking
#Hypergraphs

Link Prediction with Relational Hypergraphs

Xingyue Huang, Miguel Romero Orth, Pablo Barcelo et al.

Action editor: Alessandro Sperduti

https://openreview.net/forum?id=S6fe4aH6YA

#hypergraph #hypergraphs #relational

#mathstodon #graphTheory
I am working on writing a GUI for editing edge-representation #Hypergraphs Anyone played with drawing these? I have a couple of ways of approaching this, and would like to choose something useful and useable beyond just my rather narrow experience and application.

I am […]

📢 Deadline Extension! 📢
Are you working with higher-order networks (e.g., #hypergraphs)? This one's for you! 🚀

Join us at HyperSCI in Niagara Falls, Canada 🇨🇦 🌊, as part of #ASONAM2025 🔗

📅 Submit by June 15, 2025 (AoE) 🕐

🔗 hypersci2025.github.io
#networkscience

HyperMagNet: A Magnetic Laplacian based Hypergraph Neural Network

Tatyana Benko, Martin Buck, Ilya Amburg, Stephen J. Young, Sinan Guven Aksoy

Action editor: Christopher Morris

https://openreview.net/forum?id=Gdf4P7sEzE

#hypergraph #hypergraphs #graphs

The more the merrier! Traditional psychometric networks focus on pairs of variables, but what happens when we look at three or more at once? #psynomBRM paper on #hypergraphs by Marinazzo and colleagues; post by Alyssa Asmar buff.ly/tS2PrhL

SE3Set: Harnessing Equivariant Hypergraph Neural Networks for Molecular Representation Learning

Hongfei Wu, Lijun Wu, Guoqing Liu, Zhirong Liu, Bin Shao, Zun Wang

Action editor: Quanming Yao

https://openreview.net/forum?id=muWEt1TOyo

#hypergraph #hypergraphs #molecule

Meet ‘qudits’: more complex cousins of qubits boost quantum computing Working with multi-dimensional entities could make calculations more efficient and reduce errors.

An instance of the importance of higher-order structures www.nature.com/articles/d41... #hypergraphs

A 6 node hypergraph src: https://upload.wikimedia.org/wikipedia/commons/thumb/2/2f/Directed_hypergraph_example.svg/220px-Directed_hypergraph_example.svg.png

Python code implementing the hypergraph

Achievement get: I have #Python code that can algebraically create #hypergraphs - graphs with n-ary edges.
Now to be able to do that in a graphical editor!
Trying to unravel #PyQt scenes!

Hypergraph Neural Networks through the Lens of Message Passing: A Common Perspective to Homophily...

Lev Telyatnikov, Maria Sofia Bucarelli, Guillermo Bernardez et al.

Action editor: Xuming He

https://openreview.net/forum?id=8rxtL0kZnX

#hypergraph #hypergraphs #hyperedge

#GenerativeAI #GraphNeuralNetworks #ComputerVision #Hypergraphs #GeometricDeepLearning

Expressive Higher-Order Link Prediction through Hypergraph Symmetry Breaking

Simon Zhang, Cheng Xin, Tamal K. Dey

Action editor: Jeff Phillips

https://openreview.net/forum?id=oG65SjZNIF

#hypergraph #hypergraphs #subhypergraphs

Let There be Direction in Hypergraph Neural Networks

Stefano Fiorini, Stefano Coniglio, Michele Ciavotta, Alessio Del Bue

Action editor: Giannis Nikolentzos

https://openreview.net/forum?id=h48Ri6pmvi

#hypergraph #hypergraphs #graph

📢 New publication 'Applying #Hypergraphs to Studies in Quantitative #Biology' by Samuel Barton, Adelle Coster, Diane Donovan and James Lefevre in LIFE: International Journal of Health and Life-Sciences.

doi.org/10.20319/lij...

Mathematicians Just Debunked the ‘Bunkbed Conjecture’ This famous probability theory was intuitive, even obvious. It was also wrong.

Just found this amazing story of a long-standing graph theoretic conjecture being debunked. A perfect treat before the long weekend: www.wired.com/story/maths-... #graphtheory #hypergraphs #aidoesntalwayswork

Metagraphs and Hypergraphs for complex AI agent memory and RAG | Vp We have many papers about Knowledge graphs and how they help LLM fight hallucinations and give more accurate answers. Graphs are everywhere. Knowledge graphs and not just graphs Graphs are pure math...

#Metagraphs and #Hypergraphs for complex #AIagent #aimemory and #RAG whtwnd.com/vpavlyshyn.b...