Pith Number

pith:GH64ZI63

pith:2025:GH64ZI63OZBJC4ZMIDK4XIGHMK

not attested not anchored not stored refs pending

APT-LLM: Embedding-Based Anomaly Detection of Cyber Advanced Persistent Threats Using Large Language Models

James Cheney, Petko Valtchev, Sidahmed Benabderrahmane, Talal Rahwan

arxiv:2502.09385 v1 · 2025-02-13 · 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{GH64ZI63OZBJC4ZMIDK4XIGHMK}

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	2026-07-05T10:13:56.835364Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31fdcca3db764291732c40d5cba0c762a2e20f5e7d213ca6d9306fc4b598c25e

Aliases

arxiv: 2502.09385 · arxiv_version: 2502.09385v1 · doi: 10.48550/arxiv.2502.09385 · pith_short_12: GH64ZI63OZBJ · pith_short_16: GH64ZI63OZBJC4ZM · pith_short_8: GH64ZI63

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/GH64ZI63OZBJC4ZMIDK4XIGHMK \
  | 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: 31fdcca3db764291732c40d5cba0c762a2e20f5e7d213ca6d9306fc4b598c25e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06302b5594c2bb219eaca2013643386e58d686bf91b72e7a8fe5531643db652b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-02-13T15:01:18Z",
    "title_canon_sha256": "6097e2e6e1b8d33854bc723aaa90e034c05bce7e5a9107cb3588435ca9eb0b42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.09385",
    "kind": "arxiv",
    "version": 1
  }
}