Pith Number

pith:CFY5574F

pith:2021:CFY5574F5GR6QLSLTMMVKH2KGG

not attested not anchored not stored refs pending

FedDAG: Federated DAG Structure Learning

Erdun Gao, Howard Bondell, Junjia Chen, Li Shen, Mingming Gong, Tongliang Liu

arxiv:2112.03555 v3 · 2021-12-07 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{CFY5574F5GR6QLSLTMMVKH2KGG}

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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

Horizontal and Vertical Federated Causal Structure Learning via Higher-order Cumulants

Receipt and verification

First computed	2026-07-05T05:33:07.372228Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1171deff85e9a3e82e4b9b19551f4a319dad70d6ee1abdf5d01b10285b745527

Aliases

arxiv: 2112.03555 · arxiv_version: 2112.03555v3 · doi: 10.48550/arxiv.2112.03555 · pith_short_12: CFY5574F5GR6 · pith_short_16: CFY5574F5GR6QLSL · pith_short_8: CFY5574F

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/CFY5574F5GR6QLSLTMMVKH2KGG \
  | 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: 1171deff85e9a3e82e4b9b19551f4a319dad70d6ee1abdf5d01b10285b745527

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f01be8943768827d303a56c7aa924ef9dea78125524d1be205f817bcc793a7bc",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-07T08:04:12Z",
    "title_canon_sha256": "6765b9d009d57031c6ff23530ae6ee1c1fb954a1a5f64bc8ffeab7e2dea5e83c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.03555",
    "kind": "arxiv",
    "version": 3
  }
}