Pith Number

pith:XJIAXJJJ

pith:2024:XJIAXJJJXQR4BOPDGP37FPYB76

not attested not anchored not stored refs pending

Combining LLM Code Generation with Formal Specifications and Reactive Program Synthesis

Feitong Qiao, Leyi Cui, Mark Santolucito, Nathan Koenig, Nikolaus Holzer, Raven Rothkopf, William Murphy

arxiv:2410.19736 v1 · 2024-09-18 · cs.SE · cs.LG · cs.LO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XJIAXJJJXQR4BOPDGP37FPYB76}

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

Case Study: Fine-tuning Small Language Models for Accurate and Private CWE Detection in Python Code

Receipt and verification

First computed	2026-07-05T09:26:32.092282Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba500ba529bc23c0b9e333f7f2bf01ffac58a19a1ca7eb7d677b65b6fd7b9304

Aliases

arxiv: 2410.19736 · arxiv_version: 2410.19736v1 · doi: 10.48550/arxiv.2410.19736 · pith_short_12: XJIAXJJJXQR4 · pith_short_16: XJIAXJJJXQR4BOPD · pith_short_8: XJIAXJJJ

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/XJIAXJJJXQR4BOPDGP37FPYB76 \
  | 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: ba500ba529bc23c0b9e333f7f2bf01ffac58a19a1ca7eb7d677b65b6fd7b9304

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94b2aed1329a093c9f0986c781d6746449a0fc3b04cb6ce5b4d2ba488dc7bd74",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.LO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-09-18T15:59:06Z",
    "title_canon_sha256": "1931fe324d49d631a50193cb487ca5587b9cf9ef66bcc6cac79b632215504d41"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.19736",
    "kind": "arxiv",
    "version": 1
  }
}