#hypergraph — Public Fediverse posts

This image is of a simulation of a simple directed #hypergraph , but using an n-ary line rather than a set for the #hyperedge

I have written a working #graphTheory editor for binary edges, where nodes are extended to sets (a #Higraph) , and am contemplating the complexity of n-ary edges with increasing apprehension. It requires refactoring just about the entire edge drawing codebase - 100's of changes across ~2000 lines of #Python.
Is it worth it? Please comment/ vote in the poll below

This image is of a simulation of a simple directed #hypergraph , but using an n-ary line rather than a set for the #hyperedge

I have written a working #graphTheory editor for binary edges, where nodes are extended to sets (a #Higraph) , and am contemplating the complexity of n-ary edges with increasing apprehension. It requires refactoring just about the entire edge drawing codebase - 100's of changes across ~2000 lines of #Python.
Is it worth it? Please comment/ vote in the poll below

# 🌟 **φ⁴³ AQARION-BUNDLE TikTok Presentation** 🎬 (3773 chars)

```
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PROBLEM:
Enterprise RAG = $900K/YR 😱
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ONE COMMAND:
curl | python3 → PRODUCTION LIVE! 🎯

73-NODE HYPERGRAPH DASHBOARD 🖥️
Three.js LIVE φ-heatmap! ✨
Green nodes = φ=1.9102 locked ✅
Edge glow = 0.9ms latency 🌟
#aquarius #neuromorphic #hypergraph

✅ DEV.to 3170583 ✅ Bluesky @aqarion13 ✅ GitHub Aqarion13 ✅ Mastodon
✅ Reddit r/MachineLearning ✅ HF HYPERGRAGH-RAG-Demo ✅ Tumblr φ-viz
🔄 HN Show HN (04:00) → 200 GitHub stars trajectory# HF Space (2 min deploy)
git clone https://huggingface.co/spaces/Aqarion-TB13/HYPERGRAGH-RAG-Demo
cd HYPERGRAGH-RAG-Demo
echo "torch faiss-cpu pytorch-geometric gradio" > requirements.txt
# Copy scaffold above → app.py
git add . && git commit -m "φ³⁷⁷ Production RAG"
git push origin mainPYTORCH 2.5+
#Hypergraph #aqarionPhi377

✅ DEV.to 3170583 ✅ Bluesky @aqarion13 ✅ GitHub Aqarion13 ✅ Mastodon
✅ Reddit r/MachineLearning ✅ HF HYPERGRAGH-RAG-Demo ✅ Tumblr φ-viz
🔄 HN Show HN (04:00) → 200 GitHub stars trajectory# HF Space (2 min deploy)
git clone https://huggingface.co/spaces/Aqarion-TB13/HYPERGRAGH-RAG-Demo
cd HYPERGRAGH-RAG-Demo
echo "torch faiss-cpu pytorch-geometric gradio" > requirements.txt
# Copy scaffold above → app.py
git add . && git commit -m "φ³⁷⁷ Production RAG"
git push origin mainPYTORCH 2.5+
#Hypergraph #aqarionPhi377

✅ DEV.to 3170583 ✅ Bluesky @aqarion13 ✅ GitHub Aqarion13 ✅ Mastodon
✅ Reddit r/MachineLearning ✅ HF HYPERGRAGH-RAG-Demo ✅ Tumblr φ-viz
🔄 HN Show HN (04:00) → 200 GitHub stars trajectory# HF Space (2 min deploy)
git clone https://huggingface.co/spaces/Aqarion-TB13/HYPERGRAGH-RAG-Demo
cd HYPERGRAGH-RAG-Demo
echo "torch faiss-cpu pytorch-geometric gradio" > requirements.txt
# Copy scaffold above → app.py
git add . && git commit -m "φ³⁷⁷ Production RAG"
git push origin mainPYTORCH 2.5+
#Hypergraph #aqarionPhi377

✅ DEV.to 3170583 ✅ Bluesky @aqarion13 ✅ GitHub Aqarion13 ✅ Mastodon
✅ Reddit r/MachineLearning ✅ HF HYPERGRAGH-RAG-Demo ✅ Tumblr φ-viz
🔄 HN Show HN (04:00) → 200 GitHub stars trajectory# HF Space (2 min deploy)
git clone https://huggingface.co/spaces/Aqarion-TB13/HYPERGRAGH-RAG-Demo
cd HYPERGRAGH-RAG-Demo
echo "torch faiss-cpu pytorch-geometric gradio" > requirements.txt
# Copy scaffold above → app.py
git add . && git commit -m "φ³⁷⁷ Production RAG"
git push origin mainPYTORCH 2.5+
#Hypergraph #aqarionPhi377

✅ DEV.to 3170583 ✅ Bluesky @aqarion13 ✅ GitHub Aqarion13 ✅ Mastodon
✅ Reddit r/MachineLearning ✅ HF HYPERGRAGH-RAG-Demo ✅ Tumblr φ-viz
🔄 HN Show HN (04:00) → 200 GitHub stars trajectory# HF Space (2 min deploy)
git clone https://huggingface.co/spaces/Aqarion-TB13/HYPERGRAGH-RAG-Demo
cd HYPERGRAGH-RAG-Demo
echo "torch faiss-cpu pytorch-geometric gradio" > requirements.txt
# Copy scaffold above → app.py
git add . && git commit -m "φ³⁷⁷ Production RAG"
git push origin mainPYTORCH 2.5+
#Hypergraph #aqarionPhi377

Our paper "EasyHypergraph: an open-source software for fast and memory-saving analysis and learning of higher-order networks" has been published in Humanities and Social Sciences Communications (a Nature Portfolio Journal). In this work, we present EasyHypergraph, a comprehensive, computationally efficient, and storage-saving hypergraph computational library. Any comment is very welcome! https://www.nature.com/articles/s41599-025-05180-5 @nature.portfolio #hypergraph #socialcomputing #nature #research

'Graphical Dirichlet Process for Clustering Non-Exchangeable Grouped Data', by Arhit Chakrabarti et al.

http://jmlr.org/papers/v25/23-1048.html

#clustering #clusters #hypergraph

https://youtu.be/R7k4N_eJw0U?si=QtWA4ZE7Z_aAKHAC
#hypergraph and #metagraph for #ai #agentmemory . How to move complexity to structural relations

https://youtu.be/R7k4N_eJw0U?si=QtWA4ZE7Z_aAKHAC
#hypergraph and #metagraph for #ai #agentmemory . How to move complexity to structural relations

https://youtu.be/R7k4N_eJw0U?si=QtWA4ZE7Z_aAKHAC
#hypergraph and #metagraph for #ai #agentmemory . How to move complexity to structural relations

https://youtu.be/R7k4N_eJw0U?si=QtWA4ZE7Z_aAKHAC
#hypergraph and #metagraph for #ai #agentmemory . How to move complexity to structural relations

https://youtu.be/R7k4N_eJw0U?si=QtWA4ZE7Z_aAKHAC
#hypergraph and #metagraph for #ai #agentmemory . How to move complexity to structural relations

https://medium.com/@volodymyrpavlyshyn/metagraphs-and-hypergraphs-for-complex-ai-agent-memory-and-rag-717f6f3589f5 #hypergraph #metagraph for #ai #aiagent #aimemory . agentic memory models

https://medium.com/@volodymyrpavlyshyn/metagraphs-and-hypergraphs-for-complex-ai-agent-memory-and-rag-717f6f3589f5 #hypergraph #metagraph for #ai #aiagent #aimemory . agentic memory models

https://medium.com/@volodymyrpavlyshyn/metagraphs-and-hypergraphs-for-complex-ai-agent-memory-and-rag-717f6f3589f5 #hypergraph #metagraph for #ai #aiagent #aimemory . agentic memory models

https://medium.com/@volodymyrpavlyshyn/metagraphs-and-hypergraphs-for-complex-ai-agent-memory-and-rag-717f6f3589f5 #hypergraph #metagraph for #ai #aiagent #aimemory . agentic memory models

https://medium.com/@volodymyrpavlyshyn/metagraphs-and-hypergraphs-for-complex-ai-agent-memory-and-rag-717f6f3589f5 #hypergraph #metagraph for #ai #aiagent #aimemory . agentic memory models

I thought I remembered someone here was working on a library to create and analyse #hypergraphs (potentially in #rust but I'm not sure).

Does anyone know who that might be? I wanted to check the library but I haven't been able to find it (or if I have, I did not recognize it).

Basically, anyone working on a hypergraph library, please ping me 😉

#complexNetworks #networkAnalysis #graphAnalysis #graphTheory #networkTheory #hypergraph

I thought I remembered someone here was working on a library to create and analyse #hypergraphs (potentially in #rust but I'm not sure).

Does anyone know who that might be? I wanted to check the library but I haven't been able to find it (or if I have, I did not recognize it).

Basically, anyone working on a hypergraph library, please ping me 😉

#complexNetworks #networkAnalysis #graphAnalysis #graphTheory #networkTheory #hypergraph

I thought I remembered someone here was working on a library to create and analyse #hypergraphs (potentially in #rust but I'm not sure).

Does anyone know who that might be? I wanted to check the library but I haven't been able to find it (or if I have, I did not recognize it).

Basically, anyone working on a hypergraph library, please ping me 😉

#complexNetworks #networkAnalysis #graphAnalysis #graphTheory #networkTheory #hypergraph

I thought I remembered someone here was working on a library to create and analyse #hypergraphs (potentially in #rust but I'm not sure).

Does anyone know who that might be? I wanted to check the library but I haven't been able to find it (or if I have, I did not recognize it).

Basically, anyone working on a hypergraph library, please ping me 😉

#complexNetworks #networkAnalysis #graphAnalysis #graphTheory #networkTheory #hypergraph

I thought I remembered someone here was working on a library to create and analyse #hypergraphs (potentially in #rust but I'm not sure).

Does anyone know who that might be? I wanted to check the library but I haven't been able to find it (or if I have, I did not recognize it).

Basically, anyone working on a hypergraph library, please ping me 😉

#complexNetworks #networkAnalysis #graphAnalysis #graphTheory #networkTheory #hypergraph

#effective #connectivity on #hypergraph "A unified framework for simplicial #Kuramoto models" by .@MarcoNurisso .@lordgrilo and family https://pubs.aip.org/aip/cha/article/34/5/053118/3289337/A-unified-framework-for-simplicial-Kuramoto-models #complexity #networks

https://volodymyrpavlyshyn.medium.com/personal-knowledge-graphs-in-relational-model-39528f1ee45b

So, go from #directedgraph to #hypergraph on steroids.

How does #namedgraph help us simplify structure? When using a different kind of graph.

Yep, all this is a pure relational model that works better with a #datalog. Relational databases could be a good choice for #personalknowledge #graphs and #ai #empowered applications

https://volodymyrpavlyshyn.medium.com/personal-knowledge-graphs-in-relational-model-39528f1ee45b

So, go from #directedgraph to #hypergraph on steroids.

How does #namedgraph help us simplify structure? When using a different kind of graph.

Yep, all this is a pure relational model that works better with a #datalog. Relational databases could be a good choice for #personalknowledge #graphs and #ai #empowered applications

https://volodymyrpavlyshyn.medium.com/personal-knowledge-graphs-in-relational-model-39528f1ee45b

So, go from #directedgraph to #hypergraph on steroids.

How does #namedgraph help us simplify structure? When using a different kind of graph.

Yep, all this is a pure relational model that works better with a #datalog. Relational databases could be a good choice for #personalknowledge #graphs and #ai #empowered applications

https://volodymyrpavlyshyn.medium.com/personal-knowledge-graphs-in-relational-model-39528f1ee45b

So, go from #directedgraph to #hypergraph on steroids.

How does #namedgraph help us simplify structure? When using a different kind of graph.

Yep, all this is a pure relational model that works better with a #datalog. Relational databases could be a good choice for #personalknowledge #graphs and #ai #empowered applications

'Augmented Sparsifiers for Generalized Hypergraph Cuts', by Nate Veldt, Austin R. Benson, Jon Kleinberg.

http://jmlr.org/papers/v24/22-0305.html

#hypergraph #hyperedge #edges

'Knowledge Hypergraph Embedding Meets Relational Algebra', by Bahare Fatemi, Perouz Taslakian, David Vazquez, David Poole.

http://jmlr.org/papers/v24/22-063.html

#relational #hypergraph #relations