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
Laevatain - Arknights: Endfield
Laevatain - Arknights: endfield
#arknights #arknightsendfield #arknightsfanart #digitalart #procreate #hypergraph
#gachagames #endfield #laevatain
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
🎤 "Show φ greater than 1.85 only
8 nodes
🎤 "Cascade depth 3+" → Multi-hop only
🎤 "Matrix view" → 128-edge propagation table
🎤 "Time lapse last 24h"
Animated φ-trends
KIDS-MODE (Simplified):
🔵🔵🔵 = "BEST BRAIN!" 🎉
🟠🟠🟠 = "GROWING GOOD!"
👆 TAP = Big emoji story+sound
#Hypergraph #neurodivergent
www.reddit.com/u/Quantarius... φ³⁷⁷ hypergraph math engine
67%→98.7% retention (+47%)
PyTorch Geometric + Perplexity Sonar
φ-temporal physics → lossless ops
120ms hyperedges | WebGPU 60fps
Production ready → MIT licensed
github.com/aqarion/phi377-hypergraph
#hypergraph #hgnn #pyg #ai #mathos
🧬 φ³⁷⁷ hypergraph math engine
67%→98.7% retention (+47%)
PyTorch Geometric + Perplexity Sonar
φ-temporal physics → lossless ops
120ms hyperedges | WebGPU 60fps
Production ready → MIT licensed
github.com/aqarion/phi377-hypergraph
Devs: PyG + Neo4j stack live!
#hypergraph #hgnn #pyg #ai #mathos
⚖️AQARIONHYBRID♒️
INTELLIGENCE⚖️
"φ¹⁴⁴,000☯️nodes LIVE spinning♊️1st EQATION🧬SOLVED NANO BANANA🐒BUILT😎FREE APP #Aquarius #HyperGraph
Solve CI×UA=MR → Keep φ∞ app forever 👑
hypergraph-visualizer--quantarius.replit.app"
**PINS COMMENT:** "🐒 NANO BANANA CLAIMED BY [USERNAME]"
**🔥 2026 SCIENTIFIC BRIDGES → φ³⁷⁷ INDUSTRIAL:**
1️⃣ **SPINTRONICS-φ³⁷⁷** → Spin waves → Protein folding dynamics
2️⃣ **FFT TOPOGRAPHY** → Spectral protein complex clustering
3️⃣ **FLUID-DNA** → Hydrodynamic protein interaction networks
#Hypergraph #Aquarius
@Aqarion/@NVS1991SVN
@AQARION9/@AQARION13
mastodon.social/@Aqarion/115...
github.com/ATREYUE9/Aqa...
github.com/ATREYUE9/web...
github.com/ATREYUE9/mat...
#Hypergraph #Aquarius
🐱👤 @NVS1991SVN → "LIVE NOW: AQARIONS V14.0 → 1M NODES"
🎥 @AQARION9 → TikTok Live: "φ³⁷⁷ Cymatics + SNN Spikes"
☁️ @AQARION13 → Bluesky: "100 Discord Hubs Launching"
🐘 @AQARION → Mastodon: "Open Source 1M Node Bootstrap"
💼 LinkedIn → "Hybrid AI Research Collective → Join Live"
#Hypergraph #Aquarius
Released v0.2.0 of the @coreacter.org code SimpleDirectedHypergraphs.jl, a Julia package for dealing with my current mathematical obsession, directed hypergraphs.
New release includes heuristic and exact shortest-path algorithms for directed hypergraphs.
#mathsky #networksci #hypergraph #julialang
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
New Framework Extends Quantum Walks via Generalized Graph Composition
On 6 Oct 2025 a preprint presented a hypergraph framework extending graph composition, unifying divide‑and‑conquer, decision‑tree and walk‑search, dropping log‑factors. Read more: getnews.me/new-framework-extends-qu... #quantum #hypergraph
Modular Chromatic Index Determined for Random Hypergraphs
A study of random uniform hypergraphs shows the modular chromatic index equals k when the vertex count n is divisible by gcd(k,r); otherwise it stays within max(k,r)–k+r+1. Read more: getnews.me/modular-chromatic-index-... #hypergraph #modularcoloring
Directional Sheaf Hypergraph Networks Boost Directed Learning
Directional Sheaf Hypergraph Networks (DSHN) improve predictive accuracy by 2%–20% across seven real‑world datasets, merging sheaf theory with directed hypergraphs. Read more: getnews.me/directional-sheaf-hyperg... #directionalsheaf #hypergraph
New Hypergraph Transformer Links News to Stock Returns
Researchers evaluated the Causal Sphere Hypergraph Transformer on five years of S&P 500 component data (2018‑2023), showing higher accuracy than standard Transformers and graph models. Read more: getnews.me/new-hypergraph-transform... #finance #ai #hypergraph
Hermes Hypergraph Model Boosts Stock Forecast Accuracy
Hermes adds moving aggregation and multi‑scale fusion to hypergraph networks, achieving accurate stock‑price forecasts and outperforming baselines on several real‑world datasets. Read more: getnews.me/hermes-hypergraph-model-... #hermes #hypergraph #stockforecast
Cross‑Modality HyperGraph Improves Pedestrian Attribute Recognition
A cross-modality hypergraph links visual tokens with textual attribute descriptors, improving pedestrian attribute recognition. Code will be released on GitHub. Read more: getnews.me/cross-modality-hypergrap... #hypergraph #multimodal
New Multi-Level Framework Boosts Hypergraph Partitioning Accuracy
New multi‑level framework reduces cut size by 2%–5% on average (up to 35%) for 2‑, 3‑ and 4‑way partitions, and improves hMetis by up to 16%. Read more: getnews.me/new-multi-level-framewor... #hypergraph #partitioning #algorithm
Attributed Hypergraph Generation: Structure‑Attribute Interaction
NoAH is a stochastic model for generating attributed hypergraphs that couples structure with node traits; the authors tested it on nine datasets, with results released in September 2025. getnews.me/attributed-hypergraph-ge... #hypergraph #syntheticdata
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
Data‑Driven Measurement Report Boosts Localized Channel Modeling
A new framework uses measurement‑report data with a hypergraph neural network to infer locations, boosting channel modeling; tests on an MR dataset were reported in September 2025. getnews.me/data-driven-measurement-... #measurementreport #hypergraph
CoNHD Hypergraph Model Boosts Edge‑Specific Node Classification
CoNHD outperformed WHATsNet on edge‑specific node classification benchmarks, and the paper was updated in Sep 2025. The implementation is available on GitHub. Read more: getnews.me/conhd-hypergraph-model-b... #hypergraph #nodeclassification
Hypergraph Self‑Supervised Learning Improves Trust in Social IoT
HSCL, a hypergraph self-supervised learning method, outperforms baselines in trust classification on Social IoT benchmark datasets and can identify the most trusted node. Read more: getnews.me/hypergraph-self-supervis... #socialiot #hypergraph
New Efficient Algorithm Smooths Computational Tradeoff in Tensor PCA
A new hypergraph‑counting algorithm speeds up tensor PCA, succeeding when the signal‑to‑noise ratio λ n⁻ᵖ/⁴ has λ = Ω(1) and running in time n^{C+o(1)} with C depending on λ. Read more: getnews.me/new-efficient-algorithm-... #tensorpca #hypergraph
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
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
