Pith Number

pith:4GQLPNYR

pith:2025:4GQLPNYRMVGLZ4ID7EMDGSDRTI

not attested not anchored not stored refs pending

An Automated Attack Investigation Approach Leveraging Threat-Knowledge-Augmented Large Language Models

Degang Sun, Peizhuo Lv, Qiujian Lv, Rujie Dai, Weiqing Huang, Xiaofeng Wang, Yan Wang, Yingjiu Li, Yuanyuan Qiao, Yujiang Gui

arxiv:2509.01271 v1 · 2025-09-01 · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4GQLPNYRMVGLZ4ID7EMDGSDRTI}

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	2026-07-05T12:02:57.306616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1a0b7b711654cbcf103f9183348719a314828ef1e47409fd159e7fb13c5d7d3

Aliases

arxiv: 2509.01271 · arxiv_version: 2509.01271v1 · doi: 10.48550/arxiv.2509.01271 · pith_short_12: 4GQLPNYRMVGL · pith_short_16: 4GQLPNYRMVGLZ4ID · pith_short_8: 4GQLPNYR

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/4GQLPNYRMVGLZ4ID7EMDGSDRTI \
  | 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: e1a0b7b711654cbcf103f9183348719a314828ef1e47409fd159e7fb13c5d7d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c4e2130af669e7d1ac00b2d2b210d4e48b625c9c013f057be7a0d2be6ec0925",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-09-01T08:57:01Z",
    "title_canon_sha256": "b9bbb4eddb4415a3b5d0682068504aec6c702f517db7419beceeba62626be161"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.01271",
    "kind": "arxiv",
    "version": 1
  }
}