View PDF ↗
PDF Viewer
Open Full PDF

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $9K - $13K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.

References (61)

[1]
Molecular Representations in Implicit Functional Space via Hyper-Networks
2026Zehong Wang, Xiaolong Han et al.
[2]
AgentRouter: A Knowledge-Graph-Guided LLM Router for Collaborative Multi-Agent Question Answering
2025Zheyuan Zhang, Kaiwen Shi et al.
[3]
Generative Graph Pattern Machine
2025Zehong Wang, Zheyuan Zhang et al.
[4]
Graph Foundation Models: A Comprehensive Survey
2025Zehong Wang, Zheyuan Liu et al.
[5]
AutoData: A Multi-Agent System for Open Web Data Collection
2025Tianyi Ma, Y. Qian et al.
[6]
Enhancing E-commerce Representation Learning via Hypergraph Contrastive Learning and Interpretable LLM-Driven Analysis
2025Y. Qian, Shinan Zhang et al.
[7]
LLM-Empowered Class Imbalanced Graph Prompt Learning for Online Drug Trafficking Detection
2025Tianyi Ma, Y. Qian et al.
[8]
Adaptive Expansion for Hypergraph Learning
2025Tianyi Ma, Y. Qian et al.
[9]
Beyond Message Passing: Neural Graph Pattern Machine
2025Zehong Wang, Zheyuan Zhang et al.
[10]
Towards Graph Foundation Models: Learning Generalities Across Graphs via Task-Trees
2024Zehong Wang, Zheyuan Zhang et al.
[11]
Can LLMs Convert Graphs to Text-Attributed Graphs?
2024Zehong Wang, Sidney Liu et al.
[12]
MOPI-HFRS: A Multi-objective Personalized Health-aware Food Recommendation System with LLM-enhanced Interpretation
2024Zheyuan Zhang, Zehong Wang et al.
[13]
GFT: Graph Foundation Model with Transferable Tree Vocabulary
2024Zehong Wang, Zheyuan Zhang et al.
[14]
Dual-level Hypergraph Contrastive Learning with Adaptive Temperature Enhancement
2024Y. Qian, Tianyi Ma et al.
[15]
HypeBoy: Generative Self-Supervised Representation Learning on Hypergraphs
2024Sunwoo Kim, Shinhwan Kang et al.
[16]
GCVR: Reconstruction from Cross-View Enable Sufficient and Robust Graph Contrastive Learning
2024Qianlong Wen, Z. Ouyang et al.
[17]
Hypergraph Contrastive Learning for Drug Trafficking Community Detection
2023Tianyi Ma, Y. Qian et al.
[18]
Sheaf Hypergraph Networks
2023Iulia Duta, Giulia Cassara et al.
[19]
A critical look at the evaluation of GNNs under heterophily: are we really making progress?
2023Oleg Platonov, Denis Kuznedelev et al.
[20]
Self-Supervised Graph Structure Refinement for Graph Neural Networks
2022Jianan Zhao, Qianlong Wen et al.

Showing 20 of 61 references

Founder's Pitch

"Develop a self-supervised learning framework for heterophilic hypergraphs using hypergraph duality transformation to enhance representation learning."

Graph Neural NetworksScore: 5View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

2/4 signals

5

Quick Build

3/4 signals

7.5

Series A Potential

1/4 signals

2.5

Sources used for this analysis

arXiv Paper

Full-text PDF analysis of the research paper

GitHub Repository

Code availability, stars, and contributor activity

Citation Network

Semantic Scholar citations and co-citation patterns

Community Predictions

Crowd-sourced unicorn probability assessments

Analysis model: GPT-4o · Last scored: 2/16/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Understand the commercial significance and market impact.

7-day free trial. Cancel anytime.

Get detailed profiles of the research team.

7-day free trial. Cancel anytime.