Pith Number

pith:XNDJTI7A

pith:2023:XNDJTI7ANHWDRN5ISJLU6PVLQO

not attested not anchored not stored refs pending

A Machine Learning based Empirical Evaluation of Cyber Threat Actors High Level Attack Patterns over Low level Attack Patterns in Attributing Attacks

Rimsha Kanwal, Sawera Shahid, Umara Noor, Zahid Rashid

arxiv:2307.10252 v1 · 2023-07-17 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XNDJTI7ANHWDRN5ISJLU6PVLQO}

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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

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

Receipt and verification

First computed	2026-07-05T06:32:55.908704Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb4699a3e069ec38b7a892574f3eab839efcc4c93dbf1fa136df2376fe48f8a2

Aliases

arxiv: 2307.10252 · arxiv_version: 2307.10252v1 · doi: 10.48550/arxiv.2307.10252 · pith_short_12: XNDJTI7ANHWD · pith_short_16: XNDJTI7ANHWDRN5I · pith_short_8: XNDJTI7A

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/XNDJTI7ANHWDRN5ISJLU6PVLQO \
  | 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: bb4699a3e069ec38b7a892574f3eab839efcc4c93dbf1fa136df2376fe48f8a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62733031b95832f312964be5b2717647c41d7a2093c4bd62ed0bf4729faa4ffa",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-07-17T08:58:39Z",
    "title_canon_sha256": "e37d94079d2e13102e64db0331e270af3ef18f03a768d4bcefacdad99e079332"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.10252",
    "kind": "arxiv",
    "version": 1
  }
}