Pith Number

pith:GSTHIFDA

pith:2022:GSTHIFDAZEO7B6IP5Y3YB5U3PD

not attested not anchored not stored refs pending

On the Ability of Graph Neural Networks to Model Interactions Between Vertices

Nadav Cohen, Noam Razin, Tom Verbin

arxiv:2211.16494 v5 · 2022-11-29 · cs.LG · cs.AI · cs.NE · stat.ML

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\usepackage{pith}
\pithnumber{GSTHIFDAZEO7B6IP5Y3YB5U3PD}

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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

Explainable Malware Detection through Integrated Graph Reduction and Learning Techniques

Receipt and verification

First computed	2026-07-05T07:03:57.345213Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34a6741460c91df0f90fee3780f69b78e0f619dc1c301fb3b8da4f6a42d7d9b1

Aliases

arxiv: 2211.16494 · arxiv_version: 2211.16494v5 · doi: 10.48550/arxiv.2211.16494 · pith_short_12: GSTHIFDAZEO7 · pith_short_16: GSTHIFDAZEO7B6IP · pith_short_8: GSTHIFDA

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/GSTHIFDAZEO7B6IP5Y3YB5U3PD \
  | 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: 34a6741460c91df0f90fee3780f69b78e0f619dc1c301fb3b8da4f6a42d7d9b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38204ba99f7b4e8652036fffcafcdba74cc76580aa25b571b0264c8007dd1968",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-29T18:58:07Z",
    "title_canon_sha256": "1d6ddba64c344f735aef9afa0cd014d3ea81ec325b0401827c1a71caa02e2753"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.16494",
    "kind": "arxiv",
    "version": 5
  }
}