Pith Number

pith:V62ZN5TO

pith:2020:V62ZN5TO23K3BM7BPLRP5LMFF4

not attested not anchored not stored refs pending

Almost Sure Convergence of Dropout Algorithms for Neural Networks

Albert Senen-Cerda, Jaron Sanders

arxiv:2002.02247 v2 · 2020-02-06 · math.OC · cs.LG · math.PR

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\usepackage{pith}
\pithnumber{V62ZN5TO23K3BM7BPLRP5LMFF4}

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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

In situ fine-tuning of in silico trained Optical Neural Networks

Receipt and verification

First computed	2026-07-05T05:53:45.603110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

afb596f66ed6d5b0b3e17ae2fead852f08585f470239e1558dc4bf3288a55c3f

Aliases

arxiv: 2002.02247 · arxiv_version: 2002.02247v2 · doi: 10.48550/arxiv.2002.02247 · pith_short_12: V62ZN5TO23K3 · pith_short_16: V62ZN5TO23K3BM7B · pith_short_8: V62ZN5TO

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/V62ZN5TO23K3BM7BPLRP5LMFF4 \
  | 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: afb596f66ed6d5b0b3e17ae2fead852f08585f470239e1558dc4bf3288a55c3f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15dd3726d59f05451b481c47b673f5851f2e7dbaa7b81dee906e6671aa10cdab",
    "cross_cats_sorted": [
      "cs.LG",
      "math.PR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2020-02-06T13:25:26Z",
    "title_canon_sha256": "2407032127bc89a08031f4132adb3a9c6686bb87620ba6a5b0b959f68420b65a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.02247",
    "kind": "arxiv",
    "version": 2
  }
}