Pith Number

pith:DOD6QRV6

pith:2025:DOD6QRV6JUREFNSDT4AAELLI6Z

not attested not anchored not stored refs pending

On Technique Identification and Threat-Actor Attribution using LLMs and Embedding Models

Kyla Guru, Mykel J. Kochenderfer, Robert J. Moss

arxiv:2505.11547 v1 · 2025-05-15 · cs.CR · cs.AI · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DOD6QRV6JUREFNSDT4AAELLI6Z}

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

1 paper in Pith

AURA: A Multi-Agent Intelligence Framework for Knowledge-Enhanced Cyber Threat Attribution

Receipt and verification

First computed	2026-07-05T11:04:23.481815Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b87e846be4d2242b6439f00022d68f64ce0b74ad9a702d3624e39b6a7e88bbb

Aliases

arxiv: 2505.11547 · arxiv_version: 2505.11547v1 · doi: 10.48550/arxiv.2505.11547 · pith_short_12: DOD6QRV6JURE · pith_short_16: DOD6QRV6JUREFNSD · pith_short_8: DOD6QRV6

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/DOD6QRV6JUREFNSDT4AAELLI6Z \
  | 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: 1b87e846be4d2242b6439f00022d68f64ce0b74ad9a702d3624e39b6a7e88bbb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff0cf7f9d991e02295265efc8cc84b25d3bb1e1630eb3eb7f40b85505599777e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-05-15T04:14:29Z",
    "title_canon_sha256": "d7739cbd43d3874fb664c36169ee44a7d6a73a10951bcb78d05db689f323338e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.11547",
    "kind": "arxiv",
    "version": 1
  }
}