Pith Number

pith:HPAEII7X

pith:2025:HPAEII7XD6MYSGSHTZ5MN2JZVH

not attested not anchored not stored refs pending

Interpretable Anomaly-Based DDoS Detection in AI-RAN with XAI and LLMs

Mahdi Boloursaz Mashhadi, Mohammad Shojafar, Rahim Tafazolli, Sotiris Chatzimiltis

arxiv:2507.21193 v1 · 2025-07-27 · 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{HPAEII7XD6MYSGSHTZ5MN2JZVH}

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	2026-07-05T11:44:54.183113Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3bc04423f71f99891a479e7ac6e939a9dc09f77a6f94c1bb36390b62bd77cdab

Aliases

arxiv: 2507.21193 · arxiv_version: 2507.21193v1 · doi: 10.48550/arxiv.2507.21193 · pith_short_12: HPAEII7XD6MY · pith_short_16: HPAEII7XD6MYSGSH · pith_short_8: HPAEII7X

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/HPAEII7XD6MYSGSHTZ5MN2JZVH \
  | 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: 3bc04423f71f99891a479e7ac6e939a9dc09f77a6f94c1bb36390b62bd77cdab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72967fed83060b12d06e13941fae7561e6e06d490e5836a94e6a8c71d3c823d7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-27T22:16:09Z",
    "title_canon_sha256": "559950c670096c93971fd5500ebe31a97c67c5f185832dcc32c39270f96fde37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.21193",
    "kind": "arxiv",
    "version": 1
  }
}