Pith Number

pith:K5LBSRKR

pith:2019:K5LBSRKRA5IO2VI433LYBCBD63

not attested not anchored not stored refs pending

Implicit regularization for deep neural networks driven by an Ornstein-Uhlenbeck like process

Gregory Valiant, Guy Blanc, Neha Gupta, Paul Valiant

arxiv:1904.09080 v2 · 2019-04-19 · cs.LG · 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{K5LBSRKRA5IO2VI433LYBCBD63}

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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

Grokking vs. Learning: Same Features, Different Encodings

Receipt and verification

First computed	2026-07-05T01:21:15.395372Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57561945510750ed551cded7808823f6e6c165e2a306b0aa2d7be339b325e7a4

Aliases

arxiv: 1904.09080 · arxiv_version: 1904.09080v2 · doi: 10.48550/arxiv.1904.09080 · pith_short_12: K5LBSRKRA5IO · pith_short_16: K5LBSRKRA5IO2VI4 · pith_short_8: K5LBSRKR

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/K5LBSRKRA5IO2VI433LYBCBD63 \
  | 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: 57561945510750ed551cded7808823f6e6c165e2a306b0aa2d7be339b325e7a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba82e04b499815a4b1a7350885d7062b8ba4f355b30e72836207ab02f7deffa3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-19T04:58:36Z",
    "title_canon_sha256": "c6ccbec45e162da4943cf17720f67f71706acb70556be08fb2e10c595cc4acb7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.09080",
    "kind": "arxiv",
    "version": 2
  }
}