GNN Explanations that do not Explain and How to find Them | ScienceToStartup | ScienceToStartup

PDF Viewer

100%

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

CursorIDE

AI-first code editor built on VS Code.

VS CodeIDE

Free, open-source editor by Microsoft.

Recommended Stack

PyTorchML Framework

FastAPIBackend

TensorFlowML Framework

JAXML Framework

KerasML Framework

Startup Essentials

Render

Deploy Backend

Railway

Full-Stack Deploy

Supabase

Backend & Auth

Vercel

Deploy Frontend

Firebase

Google Backend

Hugging Face Hub

ML Model Hub

Banana.dev

GPU Inference

Antigravity

AI Agent IDE

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 (86)

[1]

Explaining, Fast and Slow: Abstraction and Refinement of Provable Explanations

2025Shahaf Bassan, Y. Elboher et al.

[2]

How Explanations Leak the Decision Logic: Stealing Graph Neural Networks via Explanation Alignment

2025Bin Ma, Yuyuan Feng et al.

[3]

Interpretable Graph Learning Over Sets of Temporally-Sparse Data

Founder's Pitch

"Develop a faithfulness metric to identify unfaithful GNN explanations and prevent misuse of sensitive attributes."

Explainability Analysis•Score: 5•View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

1/4 signals

2.5

Quick Build

2/4 signals

Series A Potential

0/4 signals

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: 4/2/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Why It Matters

This research addresses critical challenges in its domain, enabling more effective and intelligent applications.

Product Angle

Create a platform offering automated services leveraging this research to provide actionable insights.

Disruption

This approach could reduce reliance on expensive manual processes and replace less efficient generalized solutions.

Product Opportunity

Growing market demand makes this a compelling opportunity for developers and enterprises.

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.

GNN Explanations that do not Explain and How to find Them

BUILDER'S SANDBOX

Build This Paper

Recommended Stack

Startup Essentials

MVP Investment

Talent Scout

References (86)

Founder's Pitch

"Develop a faithfulness metric to identify unfaithful GNN explanations and prevent misuse of sensitive attributes."

Commercial Viability Breakdown

🔭 Research Neighborhood

Why It Matters

Product Angle

Disruption

Product Opportunity

Author Intelligence

Research Author 1

Research Author 2

Research Author 3

GNN Explanations that do not Explain and How to find Them

BUILDER'S SANDBOX

Build This Paper

Recommended Stack

Startup Essentials

References (86)

Founder's Pitch

"Develop a faithfulness metric to identify unfaithful GNN explanations and prevent misuse of sensitive attributes."

Commercial Viability Breakdown

Related Papers