Pith Number

pith:YAP44DTN

pith:2024:YAP44DTNVKZ4UNDZDNRTYQYQDI

not attested not anchored not stored refs pending

Learning of deep convolutional network image classifiers via stochastic gradient descent and over-parametrization

Adam Krzyzak, Alisha S\"anger, Michael Kohler

arxiv:2404.07128 v3 · 2024-04-10 · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YAP44DTNVKZ4UNDZDNRTYQYQDI}

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	2026-07-05T10:24:53.595188Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c01fce0e6daab3ca34791b633c43101a16e13b3c5ee51423fd12a9f5d9f4cbce

Aliases

arxiv: 2404.07128 · arxiv_version: 2404.07128v3 · doi: 10.48550/arxiv.2404.07128 · pith_short_12: YAP44DTNVKZ4 · pith_short_16: YAP44DTNVKZ4UNDZ · pith_short_8: YAP44DTN

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/YAP44DTNVKZ4UNDZDNRTYQYQDI \
  | 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: c01fce0e6daab3ca34791b633c43101a16e13b3c5ee51423fd12a9f5d9f4cbce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "57a36d1dd53ffc5be10789ca9bd6d3cfa39eb6fe44f1e30cfee1791ec434cf44",
    "cross_cats_sorted": [
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2024-04-10T16:07:29Z",
    "title_canon_sha256": "2a3ee44a6d2aa118a6db753f455f8fd2d71bd96e57ec06eccfce00416820ce16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.07128",
    "kind": "arxiv",
    "version": 3
  }
}