Pith Number

pith:HLSL2T4N

pith:2024:HLSL2T4NYQZYT4JU4RSTKMMRPJ

not attested not anchored not stored refs pending

Use of Graph Neural Networks in Aiding Defensive Cyber Operations

Aritran Piplai, Shaswata Mitra, Subash Neupane, Sudip Mittal, Trisha Chakraborty

arxiv:2401.05680 v1 · 2024-01-11 · cs.CR · cs.AI · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HLSL2T4NYQZYT4JU4RSTKMMRPJ}

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	2026-07-05T07:32:33.810016Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ae4bd4f8dc43389f134e4653531917a628148e43dd82d3b753dada77b787bc1

Aliases

arxiv: 2401.05680 · arxiv_version: 2401.05680v1 · doi: 10.48550/arxiv.2401.05680 · pith_short_12: HLSL2T4NYQZY · pith_short_16: HLSL2T4NYQZYT4JU · pith_short_8: HLSL2T4N

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/HLSL2T4NYQZYT4JU4RSTKMMRPJ \
  | 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: 3ae4bd4f8dc43389f134e4653531917a628148e43dd82d3b753dada77b787bc1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56d310e4b09fe11f00fa6bac4fd0a7b74ee698e64d075e7c41674a543999959f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-01-11T05:56:29Z",
    "title_canon_sha256": "a2a11eeef87805c97a3d8c98bce30e7abb3dabf843a3e0195bfdf18b761ee658"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.05680",
    "kind": "arxiv",
    "version": 1
  }
}