Pith Number

pith:DHJX7HSQ

pith:2024:DHJX7HSQY73MF544R36MHIU7Q2

not attested not anchored not stored refs pending

The Graph's Apprentice: Teaching an LLM Low Level Knowledge for Circuit Quality Estimation

Didier Chetelat, Dimitrios Tsaras, Hui-Ling Zhen, Jianye Hao, Mingxuan Yuan, Reza Moravej, Saurabh Bodhe, Yingxue Zhang, Zhanguang Zhang

arxiv:2411.00843 v2 · 2024-10-30 · cs.LG · cs.AI · cs.AR · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DHJX7HSQY73MF544R36MHIU7Q2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Beyond Tokens: Enhancing RTL Quality Estimation via Structural Graph Learning

Receipt and verification

First computed	2026-07-05T10:14:24.898251Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19d37f9e50c7f6c2f79c8efcc3a29f86bd6459b5697b3d74b93296eab74529f7

Aliases

arxiv: 2411.00843 · arxiv_version: 2411.00843v2 · doi: 10.48550/arxiv.2411.00843 · pith_short_12: DHJX7HSQY73M · pith_short_16: DHJX7HSQY73MF544 · pith_short_8: DHJX7HSQ

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/DHJX7HSQY73MF544R36MHIU7Q2 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 19d37f9e50c7f6c2f79c8efcc3a29f86bd6459b5697b3d74b93296eab74529f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65c335f6e13ec509960161d83966d8d7d5ae8b5ea2f67a6bc44e24fde284beeb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.AR",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-30T04:20:10Z",
    "title_canon_sha256": "5599e9e3ac5561924133c856a449b59d9b605b24997af1d941e5dce02949711d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.00843",
    "kind": "arxiv",
    "version": 2
  }
}