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Pith Number

pith:U2IYXFSU

pith:2018:U2IYXFSULBQDBILQUFOXUKRL2B
not attested not anchored not stored refs pending

Stochastic Layer-Wise Precision in Deep Neural Networks

Graham W. Taylor, Griffin Lacey, Shawki Areibi

arxiv:1807.00942 v1 · 2018-07-03 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{U2IYXFSULBQDBILQUFOXUKRL2B}

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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.
Receipt and verification
First computed 2026-05-18T00:11:45.985587Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a6918b9654586030a170a15d7a2a2bd0656dcbddad73c2d77a4792f31bc46e54

Aliases

arxiv: 1807.00942 · arxiv_version: 1807.00942v1 · doi: 10.48550/arxiv.1807.00942 · pith_short_12: U2IYXFSULBQD · pith_short_16: U2IYXFSULBQDBILQ · pith_short_8: U2IYXFSU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/U2IYXFSULBQDBILQUFOXUKRL2B \
  | 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: a6918b9654586030a170a15d7a2a2bd0656dcbddad73c2d77a4792f31bc46e54
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "eb0ffc09619827d0affe8d9583a95908f620170485e2bbed7e3c66a7d1c0d573",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-03T01:11:14Z",
    "title_canon_sha256": "e171a15aae021b02d5e2c691e1fcef47f490d9566160ea4e1cf47f613831b62b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.00942",
    "kind": "arxiv",
    "version": 1
  }
}