Pith Number

pith:T33HH5DP

pith:2018:T33HH5DPVQDFID7OZZSVOW27TV

not attested not anchored not stored refs pending

Dropout is a special case of the stochastic delta rule: faster and more accurate deep learning

Noah Frazier-Logue, Stephen Jos\'e Hanson

arxiv:1808.03578 v2 · 2018-08-10 · cs.LG · cs.CV · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T33HH5DPVQDFID7OZZSVOW27TV}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-05-17T23:54:31.646428Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ef673f46fac06540feece65575b5f9d752aee0da8eaa86f7713d06add4907a0

Aliases

arxiv: 1808.03578 · arxiv_version: 1808.03578v2 · doi: 10.48550/arxiv.1808.03578 · pith_short_12: T33HH5DPVQDF · pith_short_16: T33HH5DPVQDFID7O · pith_short_8: T33HH5DP

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/T33HH5DPVQDFID7OZZSVOW27TV \
  | 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: 9ef673f46fac06540feece65575b5f9d752aee0da8eaa86f7713d06add4907a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e387361ed5ac6256a6b4320b733bc6647a832dbc0f0c956e1edf6d8ef41711b",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-08-10T15:06:05Z",
    "title_canon_sha256": "1d05fd5040a5e65bb2aea428434bcc7cc5de6a89cf04afbce9f10f24c6334314"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.03578",
    "kind": "arxiv",
    "version": 2
  }
}