Pith Number

pith:XEYQNDNZ

pith:2024:XEYQNDNZJRN7IV4QEVPOF37OH2

not attested not anchored not stored refs pending

PromSec: Prompt Optimization for Secure Generation of Functional Source Code with Large Language Models (LLMs)

Abdallah Khreishah, Issa Khalil, Mahmoud Nazzal, NHatHai Phan

arxiv:2409.12699 v1 · 2024-09-19 · cs.SE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XEYQNDNZJRN7IV4QEVPOF37OH2}

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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

Security Tests as Executable Specifications for LLM Code Generation: Benefits, Trade-offs, and Coverage Limits

Receipt and verification

First computed	2026-07-05T09:09:10.892204Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b931068db94c5bf45790255ee2efee3e806d12b17f3248580d7d9daacdeee258

Aliases

arxiv: 2409.12699 · arxiv_version: 2409.12699v1 · doi: 10.48550/arxiv.2409.12699 · pith_short_12: XEYQNDNZJRN7 · pith_short_16: XEYQNDNZJRN7IV4Q · pith_short_8: XEYQNDNZ

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/XEYQNDNZJRN7IV4QEVPOF37OH2 \
  | 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: b931068db94c5bf45790255ee2efee3e806d12b17f3248580d7d9daacdeee258

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90c95ecdeccaeac2cc037d5e7e8eab9fdd33c3a765a0ca3f30051c33e2a42548",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-09-19T12:14:10Z",
    "title_canon_sha256": "cf81765244372a1849457a2a90b0c75bbfa4a6a399142b7e93caecb8a41db0b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.12699",
    "kind": "arxiv",
    "version": 1
  }
}