Pith Number

pith:G4WMOLK4

pith:2019:G4WMOLK44NXAZ3GPGJWHMMK3AL

not attested not anchored not stored refs pending

A Constructive Prediction of the Generalization Error Across Scales

Amir Rosenfeld, Jonathan S. Rosenfeld, Nir Shavit, Yonatan Belinkov

arxiv:1909.12673 v2 · 2019-09-27 · cs.LG · cs.CL · cs.CV · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G4WMOLK44NXAZ3GPGJWHMMK3AL}

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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

12 papers in Pith

Compute-Optimal Network Design for Echocardiography Myocardial Segmentation and Perfusion Quantification using Neural Scaling Laws

Unified Neural Scaling Laws

Law of Neural Interaction: Depth-Width Shape, Interaction Efficiency, and Generalization

Label-Efficient Dataset Pruning via Semi-Supervised Pseudo-Labeling

Characterizing Learning in Deep Neural Networks using Tractable Algorithmic Complexity Analysis

Receipt and verification

First computed	2026-07-05T00:27:32.955027Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

372cc72d5ce36e0ceccf326c76315b02d2a8c1d4dd6b57c868eef2e8a1738083

Aliases

arxiv: 1909.12673 · arxiv_version: 1909.12673v2 · doi: 10.48550/arxiv.1909.12673 · pith_short_12: G4WMOLK44NXA · pith_short_16: G4WMOLK44NXAZ3GP · pith_short_8: G4WMOLK4

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/G4WMOLK44NXAZ3GPGJWHMMK3AL \
  | 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: 372cc72d5ce36e0ceccf326c76315b02d2a8c1d4dd6b57c868eef2e8a1738083

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c8b80cbd956438fee65f849f4f99f885fd5fe42c3a3937502c8780699317994",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-27T13:27:53Z",
    "title_canon_sha256": "58c024d2a119d586f3a583cbb889ba906284ee8f333d0bf253ed5712c26ab643"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.12673",
    "kind": "arxiv",
    "version": 2
  }
}