Pith Number

pith:G6URY2VG

pith:2023:G6URY2VG2HEE3ZS6VKOO2EGB6A

not attested not anchored not stored refs pending

Explaining Tree Model Decisions in Natural Language for Network Intrusion Detection

Gang Liu, John Flanagan, Meng Jiang, Noah Ziems

arxiv:2310.19658 v1 · 2023-10-30 · cs.CL · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G6URY2VG2HEE3ZS6VKOO2EGB6A}

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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

Large Language Models for Network Intrusion Detection Systems: Foundations, Implementations, and Future Directions

Receipt and verification

First computed	2026-07-05T07:06:53.503123Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37a91c6aa6d1c84de65eaa9ced10c1f0351590c2174ad82d3541dcbf8bfe5af3

Aliases

arxiv: 2310.19658 · arxiv_version: 2310.19658v1 · doi: 10.48550/arxiv.2310.19658 · pith_short_12: G6URY2VG2HEE · pith_short_16: G6URY2VG2HEE3ZS6 · pith_short_8: G6URY2VG

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/G6URY2VG2HEE3ZS6VKOO2EGB6A \
  | 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: 37a91c6aa6d1c84de65eaa9ced10c1f0351590c2174ad82d3541dcbf8bfe5af3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "035ec00b8c86810bd5eacf0bf5ec9efc2a4dc9329f62cb3176f2206e171624ec",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-30T15:40:34Z",
    "title_canon_sha256": "689cb9dc262f8aabdfeb03156b846755eae62aa1ef847674c8e4ce070d8d5026"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.19658",
    "kind": "arxiv",
    "version": 1
  }
}