Pith Number

pith:PEWVVGBQ

pith:2023:PEWVVGBQQNMA6YBZVM4W7AMLQY

not attested not anchored not stored refs pending

Large Language Models for Code: Security Hardening and Adversarial Testing

Jingxuan He, Martin Vechev

arxiv:2302.05319 v5 · 2023-02-10 · cs.CR · cs.LG · cs.PL · 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{PEWVVGBQQNMA6YBZVM4W7AMLQY}

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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

Training Language Models to Generate Quality Code with Program Analysis Feedback

Receipt and verification

First computed	2026-07-05T08:55:47.934767Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

792d5a983083580f6039ab396f818b8606f2508b727a724d055c2f8b29248641

Aliases

arxiv: 2302.05319 · arxiv_version: 2302.05319v5 · doi: 10.48550/arxiv.2302.05319 · pith_short_12: PEWVVGBQQNMA · pith_short_16: PEWVVGBQQNMA6YBZ · pith_short_8: PEWVVGBQ

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/PEWVVGBQQNMA6YBZVM4W7AMLQY \
  | 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: 792d5a983083580f6039ab396f818b8606f2508b727a724d055c2f8b29248641

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb0d0b19702681186ed74d67f077bb040d316486c2242a80f4de06af71a26930",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.PL",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-02-10T15:28:55Z",
    "title_canon_sha256": "98533d9de0a68dccb3a2324396dd4d4a7747da762411586c8b425597781b2bb9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.05319",
    "kind": "arxiv",
    "version": 5
  }
}