Pith Number

pith:3F2PZ3NJ

pith:2018:3F2PZ3NJTUDYGUZPCBDTSU5V4Y

not attested not anchored not stored refs pending

Implicit Self-Regularization in Deep Neural Networks: Evidence from Random Matrix Theory and Implications for Learning

Charles H. Martin, Michael W. Mahoney

arxiv:1810.01075 v1 · 2018-10-02 · 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{3F2PZ3NJTUDYGUZPCBDTSU5V4Y}

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

1 paper in Pith

DNNs, Dataset Statistics, and Correlation Functions

Receipt and verification

First computed	2026-05-18T00:04:18.932841Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d974fceda99d0783532f10473953b5e600c1b8342831fd4da6048467d7322828

Aliases

arxiv: 1810.01075 · arxiv_version: 1810.01075v1 · doi: 10.48550/arxiv.1810.01075 · pith_short_12: 3F2PZ3NJTUDY · pith_short_16: 3F2PZ3NJTUDYGUZP · pith_short_8: 3F2PZ3NJ

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/3F2PZ3NJTUDYGUZPCBDTSU5V4Y \
  | 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: d974fceda99d0783532f10473953b5e600c1b8342831fd4da6048467d7322828

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b2f3fd67add00664f04d66ff7b7020c1bca33da1e88ad21c66bc44d82ca8b38",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-02T05:27:59Z",
    "title_canon_sha256": "0d9ae95a7b073ec29bd22ff9980e0689837a3f579ad1cfab97e6643c25469f59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.01075",
    "kind": "arxiv",
    "version": 1
  }
}