Pith Number

pith:MB3BMH6X

pith:2021:MB3BMH6XNXWBOUBPNUZ2JRZZ3Q

not attested not anchored not stored refs pending

Stochastic Aggregation in Graph Neural Networks

Theofanis Karaletsos, Yuanqing Wang

arxiv:2102.12648 v2 · 2021-02-25 · stat.ML · cs.AI · cs.LG

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

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\usepackage{pith}
\pithnumber{MB3BMH6XNXWBOUBPNUZ2JRZZ3Q}

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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

Integrating Causality with Neurochaos Learning: Proposed Approach and Research Agenda

Receipt and verification

First computed	2026-07-05T02:18:33.767259Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6076161fd76dec17502f6d33a4c739dc24debdea6d11117aa5e26c3969d47410

Aliases

arxiv: 2102.12648 · arxiv_version: 2102.12648v2 · doi: 10.48550/arxiv.2102.12648 · pith_short_12: MB3BMH6XNXWB · pith_short_16: MB3BMH6XNXWBOUBP · pith_short_8: MB3BMH6X

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/MB3BMH6XNXWBOUBPNUZ2JRZZ3Q \
  | 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: 6076161fd76dec17502f6d33a4c739dc24debdea6d11117aa5e26c3969d47410

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a9a4d82ea57f967d931eab3c24555d767c0625fc104e9655c13a38a70bbfc72",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-02-25T02:52:03Z",
    "title_canon_sha256": "b77030e6a53de72a8d8daf74f3a40472ba276c3653d5be53fafa50829a2dcd10"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.12648",
    "kind": "arxiv",
    "version": 2
  }
}