Pith Number

pith:NBWI7QFR

pith:2024:NBWI7QFRGWDSIEAAUOU4S6VRVG

not attested not anchored not stored refs pending

Improving Graph Machine Learning Performance Through Feature Augmentation Based on Network Control Theory

Anwar Said, Mudassir Shabbir, Obaid Ullah Ahmad, Waseem Abbas, Xenofon Koutsoukos

arxiv:2405.03706 v1 · 2024-05-03 · cs.LG

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\usepackage{pith}
\pithnumber{NBWI7QFRGWDSIEAAUOU4S6VRVG}

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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

Robust Anomaly Detection with Graph Neural Networks using Controllability

Receipt and verification

First computed	2026-07-05T08:16:09.676561Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

686c8fc0b13587241000a3a9c97ab1a9a76becdf78a1d977bbc1a2a1300fc62a

Aliases

arxiv: 2405.03706 · arxiv_version: 2405.03706v1 · doi: 10.48550/arxiv.2405.03706 · pith_short_12: NBWI7QFRGWDS · pith_short_16: NBWI7QFRGWDSIEAA · pith_short_8: NBWI7QFR

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/NBWI7QFRGWDSIEAAUOU4S6VRVG \
  | 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: 686c8fc0b13587241000a3a9c97ab1a9a76becdf78a1d977bbc1a2a1300fc62a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1540b697589255595f12c393b133cb40d2977e39d476b36afbfb2138719e9f88",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-03T19:11:54Z",
    "title_canon_sha256": "9b29ffc7fc617d68dba0686da54e970238e60b2710f0c29a8d1c6fa6919e0efe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03706",
    "kind": "arxiv",
    "version": 1
  }
}