Pith. sign in
Pith Number

pith:THPV5LTH

pith:2025:THPV5LTHXCMHGVP7CDZCZVLDAJ
not attested not anchored not stored refs pending

Scout: Leveraging Large Language Models for Rapid Digital Evidence Discovery

Shariq Murtuza

arxiv:2507.18478 v1 · 2025-07-24 · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{THPV5LTHXCMHGVP7CDZCZVLDAJ}

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 2026-07-05T11:42:48.665664Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

99df5eae67b8987355ff10f22cd563027283d5c122127aaed5ab334d8704e2b1

Aliases

arxiv: 2507.18478 · arxiv_version: 2507.18478v1 · doi: 10.48550/arxiv.2507.18478 · pith_short_12: THPV5LTHXCMH · pith_short_16: THPV5LTHXCMHGVP7 · pith_short_8: THPV5LTH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/THPV5LTHXCMHGVP7CDZCZVLDAJ \
  | 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: 99df5eae67b8987355ff10f22cd563027283d5c122127aaed5ab334d8704e2b1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1ccb8f9db29cd9e401048d3027e22d74914afd418d980d4abfdd1c7b3d0652fa",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-24T14:54:14Z",
    "title_canon_sha256": "13fbd727df9ff94fad387f11291d84f1c6e1538a51ab1a12036651943533102f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.18478",
    "kind": "arxiv",
    "version": 1
  }
}