Pith Number

pith:VLVB5MQF

pith:2025:VLVB5MQFIX746HMRRKJ5WPUC42

not attested not anchored not stored refs pending

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks

Anis Zouaoui, Khaldoun Al Agha, Nour El Madhoun, Tristan Bilot

arxiv:2501.16964 v1 · 2025-01-28 · cs.LG · 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{VLVB5MQFIX746HMRRKJ5WPUC42}

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	2026-07-05T10:06:20.909947Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aaea1eb20545ffcf1d918a93db3e82e6a3ae12fab107518ee11f476153ff2dd7

Aliases

arxiv: 2501.16964 · arxiv_version: 2501.16964v1 · doi: 10.48550/arxiv.2501.16964 · pith_short_12: VLVB5MQFIX74 · pith_short_16: VLVB5MQFIX746HMR · pith_short_8: VLVB5MQF

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/VLVB5MQFIX746HMRRKJ5WPUC42 \
  | 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: aaea1eb20545ffcf1d918a93db3e82e6a3ae12fab107518ee11f476153ff2dd7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "36c4cda0fd65588ae6b74201c2a1034edd805cdd3ce4062e19b4fcf69e528ff0",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-28T14:07:52Z",
    "title_canon_sha256": "aed927855bdffad8c3a9adcf45427d3880f73bdd5fcb85ee6b176227623fa754"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16964",
    "kind": "arxiv",
    "version": 1
  }
}