Pith Number

pith:3R3VNOZV

pith:2025:3R3VNOZVED6IOUIF2CALJ73H4O

not attested not anchored not stored refs pending

Deep Learning is Not So Mysterious or Different

Andrew Gordon Wilson

arxiv:2503.02113 v2 · 2025-03-03 · 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{3R3VNOZVED6IOUIF2CALJ73H4O}

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.

Cited by

10 papers in Pith

Spectral Born machines: classically trainable quantum generative models for discrete data

Statistical Properties of Training & Generalization

The Chandra-Gaia Catalog of Counterparts: Resolving ambiguous Gaia matches to X-ray sources in the Chandra Source Catalog using Machine Learning

Statistical Properties of Training & Generalization

To select or not to select: predictively consistent priors instead of model selection

Receipt and verification

First computed	2026-07-05T11:34:48.028760Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc7756bb3520fc875105d080b4ff67e388ee7120ab1aead0318cd20973bb92a2

Aliases

arxiv: 2503.02113 · arxiv_version: 2503.02113v2 · doi: 10.48550/arxiv.2503.02113 · pith_short_12: 3R3VNOZVED6I · pith_short_16: 3R3VNOZVED6IOUIF · pith_short_8: 3R3VNOZV

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/3R3VNOZVED6IOUIF2CALJ73H4O \
  | 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: dc7756bb3520fc875105d080b4ff67e388ee7120ab1aead0318cd20973bb92a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4258961b5da509ad44881369e2cf15ca0770a6e0cb56277907e2186ebfe0d2c7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-03T22:56:04Z",
    "title_canon_sha256": "ca1fa1ac67a73a1c1115795367774f868be58b58e293ff87b220ce79246e3268"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.02113",
    "kind": "arxiv",
    "version": 2
  }
}