Pith Number

pith:XN5GX2OT

pith:2023:XN5GX2OT7O2AHLVRXH43ANOVEU

not attested not anchored not stored refs pending

HuntGPT: Integrating Machine Learning-Based Anomaly Detection and Explainable AI with Large Language Models (LLMs)

Panos Kostakos, Tarek Ali

arxiv:2309.16021 v1 · 2023-09-27 · 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{XN5GX2OT7O2AHLVRXH43ANOVEU}

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.

Cited by

2 papers in Pith

Generative AI and Federated Learning for Intrusion Detection Systems: A Survey

AI-Driven Security Alert Screening and Alert Fatigue Mitigation in Security Operations Centers: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T06:55:10.077452Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb7a6be9d3fbb403aeb1b9f9b035d52535418ffaabd9f4b063b737635ec99af4

Aliases

arxiv: 2309.16021 · arxiv_version: 2309.16021v1 · doi: 10.48550/arxiv.2309.16021 · pith_short_12: XN5GX2OT7O2A · pith_short_16: XN5GX2OT7O2AHLVR · pith_short_8: XN5GX2OT

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/XN5GX2OT7O2AHLVRXH43ANOVEU \
  | 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: bb7a6be9d3fbb403aeb1b9f9b035d52535418ffaabd9f4b063b737635ec99af4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "489572af09f350dc94667db9e95090c9c5e352c0b26f91896cd70bb552b9d3e6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-09-27T20:58:13Z",
    "title_canon_sha256": "4fbe850744696f6a23cdf5b26fae3ff14a2a6f4ad285e36ca9e272de8d84510d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.16021",
    "kind": "arxiv",
    "version": 1
  }
}