Pith Number

pith:ULSK7XSO

pith:2019:ULSK7XSOCSXFZNQA65BZY44RPT

not attested not anchored not stored refs pending

Distributed Learning of Deep Neural Networks using Independent Subnet Training

Anastasios Kyrillidis, Binhang Yuan, Cameron R. Wolfe, Chen Dun, Christopher M. Jermaine, Yuxin Tang

arxiv:1910.02120 v7 · 2019-10-04 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{ULSK7XSOCSXFZNQA65BZY44RPT}

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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

Collate: Collaborative Neural Network Learning for Latency-Critical Edge Systems

Receipt and verification

First computed	2026-07-05T04:15:26.509794Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2e4afde4e14ae5cb600f7439c73917cf303ee396828b64ac31bc099a947a862

Aliases

arxiv: 1910.02120 · arxiv_version: 1910.02120v7 · doi: 10.48550/arxiv.1910.02120 · pith_short_12: ULSK7XSOCSXF · pith_short_16: ULSK7XSOCSXFZNQA · pith_short_8: ULSK7XSO

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/ULSK7XSOCSXFZNQA65BZY44RPT \
  | 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: a2e4afde4e14ae5cb600f7439c73917cf303ee396828b64ac31bc099a947a862

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "acc9ff6bcc0feda16e174c2877ab02460011dff4d9cfb82552f5d6b0e9b95d11",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-04T19:46:16Z",
    "title_canon_sha256": "b3486f72a5da1b922d7a5f8dac60dba61bec53359037ee7f9f4e3c591da912bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.02120",
    "kind": "arxiv",
    "version": 7
  }
}