Pith Number

pith:44RS5ENV

pith:2024:44RS5ENV665R5FTTJ4CG5QAMBJ

not attested not anchored not stored refs pending

The Seeds of the FUTURE Sprout from History: Fuzzing for Unveiling Vulnerabilities in Prospective Deep-Learning Libraries

Jingzheng Wu, Tianyue Luo, Xiang Ling, Yanjun Wu, Zhiqing Rui, Zhiyuan Li

arxiv:2412.01317 v2 · 2024-12-02 · 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{44RS5ENV665R5FTTJ4CG5QAMBJ}

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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

The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries

Receipt and verification

First computed	2026-07-05T09:47:37.029342Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7232e91b5f7bb1e96734f046ec00c0a529351c2ecffe1eca933125fc0275210

Aliases

arxiv: 2412.01317 · arxiv_version: 2412.01317v2 · doi: 10.48550/arxiv.2412.01317 · pith_short_12: 44RS5ENV665R · pith_short_16: 44RS5ENV665R5FTT · pith_short_8: 44RS5ENV

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/44RS5ENV665R5FTTJ4CG5QAMBJ \
  | 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: e7232e91b5f7bb1e96734f046ec00c0a529351c2ecffe1eca933125fc0275210

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "230a2e569f8f046a04e18fcc1dcff398460c06d6169017acdfc10f97f7190532",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-02T09:33:28Z",
    "title_canon_sha256": "db58958944f93eb24bb10ecd776802c36a44d142b173a0fca2fa9061aa6c131e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01317",
    "kind": "arxiv",
    "version": 2
  }
}