Pith Number

pith:VXBUNFZY

pith:2025:VXBUNFZYU3G5PY24QKT7BOBAAE

not attested not anchored not stored refs pending

MultiFuzz: A Dense Retrieval-based Multi-Agent System for Network Protocol Fuzzing

Ali Hamdi, Fares Wael, Khaled Shaban, Wael Elsersy, Youssef Maklad

arxiv:2508.14300 v1 · 2025-08-19 · cs.CR · cs.CL · cs.MA · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VXBUNFZYU3G5PY24QKT7BOBAAE}

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.

Receipt and verification

First computed	2026-07-05T11:56:29.691377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

adc3469738a6cdd7e35c82a7f0b820010bccb5e4bbaa1fd6ddb110a59b26292c

Aliases

arxiv: 2508.14300 · arxiv_version: 2508.14300v1 · doi: 10.48550/arxiv.2508.14300 · pith_short_12: VXBUNFZYU3G5 · pith_short_16: VXBUNFZYU3G5PY24 · pith_short_8: VXBUNFZY

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/VXBUNFZYU3G5PY24QKT7BOBAAE \
  | 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: adc3469738a6cdd7e35c82a7f0b820010bccb5e4bbaa1fd6ddb110a59b26292c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d395788292666e7813592be58b66a62a1ac0c64b80a5d685e9770c4d75c9194",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.MA",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-08-19T22:42:04Z",
    "title_canon_sha256": "f400a2931d6bcb9fbeb1ca236a414b26b884766d09ba83990755750145e35d8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.14300",
    "kind": "arxiv",
    "version": 1
  }
}