graph-fraud SKILL.md skillA
graph-fraud from conmuyan/my-academic-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add conmuyan/my-academic-skills/graph-fraud@git:20260817.6678e48Pins git:20260817.6678e48 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- conmuyan/my-academic-skills
- Path
skills/graph-fraud/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260817.6678e48, committed Aug 17, 2026
- Size
- 6,425 bytes
- Repository stars
- 2
- License
- MIT
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.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Graph fraud protocol (BWGNN) Align the current repo to the field-default GFD setup from BWGNN (`squareRoot3/Rethinking-Anomaly-Detection`). Numbers and loaders live in [references/bwgnn-protocol.md](references/bwgnn-protocol.md). Read it before editing. `random_state=2` is the **split seed**, not model init. `--run 10` is 10 **re-inits on that fixed split**. Do not implement “10 different splits”. ## When to use - Check `dataset.py` / `data.py` / configs against YelpChi, Amazon, T-Finance, T-Social - Add or fix abundant (40%) / scarce (1%, T-Social 0.01%) splits - Add BWGNN-style `--run 10` mean±std - User says 对齐 BWGNN / GFD 通用设置 / 10 seeds ## When not to use | Request | Do this instead | |---|---| | Align to GADBench precomputed `train_masks` | Follow GADBench; do not rewrite to `random_state=2` | | CARE-GNN 40/60 no-val split | Only if the user names CARE-GNN | | Invent a new dataset protocol | Stop; this skill only standardizes the four GFD datasets | ## Modes | User signal | Mode | |---|---| | 检查 / audit / 是否符合 | `audit` | | 对齐 / 改数据 / 配 10-run / 修 dataset.py | `fix` (default if they want the repo usable) | …
Read the whole file at its exact version.
How to install
mdr add conmuyan/my-academic-skills/graph-fraud@sha256:355501a5ff5c737aThe line at the top of this page pins the label git:20260817.6678e48, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_bgopbk4k77hlel5m)
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Versions
The registry has recorded 1 version of this file, committed on Aug 17, 2026.
Audit of the latest version
- 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
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
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.