Pith Number

pith:S47OBAJX

pith:2019:S47OBAJXVKSLJHAI7KSTXOFELA

not attested not anchored not stored refs pending

Understanding Attention and Generalization in Graph Neural Networks

Boris Knyazev, Graham W. Taylor, Mohamed R. Amer

arxiv:1905.02850 v3 · 2019-05-08 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{S47OBAJXVKSLJHAI7KSTXOFELA}

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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

Graph Inverse Style Transfer for Counterfactual Explainability

Receipt and verification

First computed	2026-07-05T00:15:04.670728Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

973ee08137aaa4b49c08faa53bb8a4582163e75b215193c15157ee3b545b256f

Aliases

arxiv: 1905.02850 · arxiv_version: 1905.02850v3 · doi: 10.48550/arxiv.1905.02850 · pith_short_12: S47OBAJXVKSL · pith_short_16: S47OBAJXVKSLJHAI · pith_short_8: S47OBAJX

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/S47OBAJXVKSLJHAI7KSTXOFELA \
  | 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: 973ee08137aaa4b49c08faa53bb8a4582163e75b215193c15157ee3b545b256f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f102964324a7720080c8df186951d4ebd95e859490ec6cf2b3fca0e675e2779a",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-08T00:30:25Z",
    "title_canon_sha256": "a4beca71435418fb5cc7946ae5f8e2bc5be5a31cd7fa5aeb8ddbbbdb9bb95739"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.02850",
    "kind": "arxiv",
    "version": 3
  }
}