conmuyan/my-academic-skills · skills/graph-fraud/SKILL.md

graph-fraud skillA

Name: graph-fraud
Author: conmuyan

graph-fraud is agent-read markdown (skill) from conmuyan/my-academic-skills: Audit and align graph fraud detection (GFD) data loading, splits, and 10-run evaluation to the BWGNN (ICML 2022) community protocol used on YelpChi, Amazon, T-Finance, and T-Social. Use when the user mentions GFD, graph-fraud, BWGNN protocol, abundant/scarce, 有监督/半监督, TFinance, TSocial, YelpChi, Amazon 3305, dataset.py 检查, 对齐划分, 10 seeds / --run 10, or runs /graph-fraud. Not for GADBench-only tables unless the user names GADBench..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version

mdr add conmuyan/my-academic-skills/graph-fraud@git:20260817.6678e48

Exact content

mdr add conmuyan/my-academic-skills/graph-fraud@sha256:355501a5ff5c737a

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

[![mdr](https://markdownregistry.com/badge/art_bgopbk4k77hlel5m.svg)](https://markdownregistry.com/a/art_bgopbk4k77hlel5m)

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Versions

version	committed	commit	size	audit
git:20260817.6678e48 latest	2026-08-17	6678e48	6,425 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Deterministic, no model, same answer every run.

pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (6425 bytes)
pass: No zero-width or bidi control characters
pass: No instruction hidden inside an HTML comment
pass: No link to an exfiltration or paste host
pass: No credential-shaped string
pass: No instruction to send local credentials anywhere
pass: No text hidden with inline styles
pass: No prompt-injection phrasing
pass: No curl or wget piped into a shell
pass: No recursive delete of root, home or parent
pass: No instruction to read or print local credentials
pass: No base64 blob over 200 characters
pass: No link to a raw IP address
pass: No script tag

Source

GitHub

conmuyan/my-academic-skills · 2 stars · license MIT · pushed 2026-08-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_bgopbk4k77hlel5m
GET https://markdownregistry.com/api/v1/resolve?ref=conmuyan/my-academic-skills/graph-fraud
GET https://markdownregistry.com/api/v1/blob/355501a5ff5c737a91be5688d354cf9e3427bc2b147e554f768c4192a0b47250