Pith Number

pith:NQ7Y2TC5

pith:2025:NQ7Y2TC5R2RUN26F7IFQXFP3DI

not attested not anchored not stored refs pending

Secure Code Generation at Scale with Reflexion

Ahmed Aljohani, Arup Datta, Hyunsook Do

arxiv:2511.03898 v1 · 2025-11-05 · cs.CR · cs.AI · cs.CE · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NQ7Y2TC5R2RUN26F7IFQXFP3DI}

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

Enhancing Reliability in LLM-Based Secure Code Generation

Receipt and verification

First computed	2026-06-08T01:03:50.850396Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c3f8d4c5d8ea346ebc5fa0b0b95fb1a3d8837c5c6105d7842214586fa085db9

Aliases

arxiv: 2511.03898 · arxiv_version: 2511.03898v1 · doi: 10.48550/arxiv.2511.03898 · pith_short_12: NQ7Y2TC5R2RU · pith_short_16: NQ7Y2TC5R2RUN26F · pith_short_8: NQ7Y2TC5

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/NQ7Y2TC5R2RUN26F7IFQXFP3DI \
  | 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: 6c3f8d4c5d8ea346ebc5fa0b0b95fb1a3d8837c5c6105d7842214586fa085db9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbcc40c4a4359190c88f41bf501a573816df35bc22f5f08e7e7f1cfd89da94e7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CE",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-11-05T22:46:24Z",
    "title_canon_sha256": "036223ef83bdde42b2c9040253aceaa865876e7d76711502524c7fa838ed9c53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.03898",
    "kind": "arxiv",
    "version": 1
  }
}