Pith Number

pith:M6LT7NGX

pith:2022:M6LT7NGXAFELEZBALVVBFI2CK6

not attested not anchored not stored refs pending

Towards Automated Classification of Attackers' TTPs by combining NLP with ML Techniques

Alexander Pfohl, Clemens Sauerwein

arxiv:2207.08478 v1 · 2022-07-18 · cs.CR · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M6LT7NGXAFELEZBALVVBFI2CK6}

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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

Cyber-Attack Technique Classification Using Two-Stage Trained Large Language Models

Receipt and verification

First computed	2026-07-05T04:41:05.053932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67973fb4d70148b264205d6a12a34257aeadf5debd3fcdcd7400d4eef1904ed4

Aliases

arxiv: 2207.08478 · arxiv_version: 2207.08478v1 · doi: 10.48550/arxiv.2207.08478 · pith_short_12: M6LT7NGXAFEL · pith_short_16: M6LT7NGXAFELEZBA · pith_short_8: M6LT7NGX

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/M6LT7NGXAFELEZBALVVBFI2CK6 \
  | 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: 67973fb4d70148b264205d6a12a34257aeadf5debd3fcdcd7400d4eef1904ed4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d894b1047976a9c821e0df7c231a6b0e69aac81b57a44442e109ecd89175bbf",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-07-18T09:59:21Z",
    "title_canon_sha256": "5af67a4ccd90be5425f02a37a1e15e22ef02e3e50b9bdec4f89584b8e4d6f180"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.08478",
    "kind": "arxiv",
    "version": 1
  }
}