Pith Number

pith:FAPAWW6V

pith:2025:FAPAWW6V6SO2EPMPISDEDHPQGN

not attested not anchored not stored refs pending

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models

Guang Gong, Jianfeng Pan, Jincheng Wang, Kun Hu, Xiaogang Zhu, Xiaotao Feng, Yingjie Cao

arxiv:2507.22065 v1 · 2025-06-30 · cs.SE · cs.AI · cs.CR · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FAPAWW6V6SO2EPMPISDEDHPQGN}

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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

Program Structure-aware Language Models: Targeted Software Testing beyond Textual Semantics

Receipt and verification

First computed	2026-07-05T11:45:15.748624Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

281e0b5bd5f49da23d8f4486419df0335fdc1decdba3fedd7b609c96fcb4f893

Aliases

arxiv: 2507.22065 · arxiv_version: 2507.22065v1 · doi: 10.48550/arxiv.2507.22065 · pith_short_12: FAPAWW6V6SO2 · pith_short_16: FAPAWW6V6SO2EPMP · pith_short_8: FAPAWW6V

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/FAPAWW6V6SO2EPMPISDEDHPQGN \
  | 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: 281e0b5bd5f49da23d8f4486419df0335fdc1decdba3fedd7b609c96fcb4f893

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f2980298fc7b1e50acd48b2ba00bd5df6745a5c057d38c7cf51ada612605ddf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-06-30T04:33:52Z",
    "title_canon_sha256": "8e586261a60e22f02c6a098a162b3a91b1a3ca9499b4693e19383ea9af1d5e14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.22065",
    "kind": "arxiv",
    "version": 1
  }
}