PDF Viewer

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 (17)

[1]
Heterogeneous Graph Attention Network
2019Xiao Wang, Houye Ji et al.
[2]
Fast Graph Representation Learning with PyTorch Geometric
2019Matthias Fey, J. E. Lenssen
[3]
Graph Neural Networks: A Review of Methods and Applications
2018Jie Zhou, Ganqu Cui et al.
[4]
Decoupled Weight Decay Regularization
2017I. Loshchilov, F. Hutter
[5]
Graph Attention Networks
2017Petar Velickovic, Guillem Cucurull et al.
[6]
metapath2vec: Scalable Representation Learning for Heterogeneous Networks
2017Yuxiao Dong, N. Chawla et al.
[7]
Inductive Representation Learning on Large Graphs
2017William L. Hamilton, Z. Ying et al.
[8]
Neural Message Passing for Quantum Chemistry
2017J. Gilmer, S. Schoenholz et al.
[9]
Modeling Relational Data with Graph Convolutional Networks
2017M. Schlichtkrull, Thomas Kipf et al.
[10]
Semi-Supervised Classification with Graph Convolutional Networks
2016Thomas Kipf, M. Welling
[11]
SGDR: Stochastic Gradient Descent with Warm Restarts
2016I. Loshchilov, F. Hutter
[12]
Layer Normalization
2016Jimmy Ba, J. Kiros et al.
[13]
Public/private technology partnerships: evaluating SBIR-supported research
2013D. Audretsch, A. Link et al.
[14]
Government as entrepreneur: Evaluating the commercialization success of SBIR projects.
2010A. Link, J. T. Scott
[15]
The relationship between Precision-Recall and ROC curves
2006Jesse Davis, Mark H. Goadrich
[16]
Biomedical Academic Entrepreneurship Through the Sbir Program
2005Andrew A. Toole, D. Czarnitzki
[17]
The Government as Venture Capitalist: The Long-Run Impact of the SBIR Program
1999Josh Lerner, Josh Lerner

Founder's Pitch

"Identify high-potential SMEs using a Heterogeneous Graph Transformer-based prediction tool leveraging public data."

Graph Neural NetworksScore: 7View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

2/4 signals

5

Quick Build

4/4 signals

10

Series A Potential

2/4 signals

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: 2/23/2026

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.