Pith Number

pith:VUILQ6BE

pith:2023:VUILQ6BEQ4NTYJH35FR5XQEVVY

not attested not anchored not stored refs pending

Can LLMs Patch Security Issues?

Abdullah Aljasser, Kamel Alrashedy, Matthew Gombolay, Pradyumna Tambwekar

arxiv:2312.00024 v5 · 2023-11-13 · cs.CR · 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{VUILQ6BEQ4NTYJH35FR5XQEVVY}

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

2 papers in Pith

Enhancing Linux Privilege Escalation Attack Capabilities of Local LLM Agents

An End-to-End Approach for Fixing Concurrency Bugs via SHB-Based Context Extractor

Receipt and verification

First computed	2026-07-05T09:21:01.717122Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad10b87824871b3c24fbe963dbc095ae340f3961336eed178bb284c7ad7d52ec

Aliases

arxiv: 2312.00024 · arxiv_version: 2312.00024v5 · doi: 10.48550/arxiv.2312.00024 · pith_short_12: VUILQ6BEQ4NT · pith_short_16: VUILQ6BEQ4NTYJH3 · pith_short_8: VUILQ6BE

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/VUILQ6BEQ4NTYJH35FR5XQEVVY \
  | 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: ad10b87824871b3c24fbe963dbc095ae340f3961336eed178bb284c7ad7d52ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a97e20f611958b0bc3c02f9e27d4c39e1aef25dd1c9fd26b6eb1b7eb688b916e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-11-13T08:54:37Z",
    "title_canon_sha256": "a9e3d61ea41f6a76681bcba6d8e1ccda542c73399721f79b258697b99b2c5a3d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.00024",
    "kind": "arxiv",
    "version": 5
  }
}