Pith Number

pith:AM5ADYGN

pith:2021:AM5ADYGNVHJ7TDA5GD33JYQWQY

not attested not anchored not stored refs pending

Uniform Generalization Bounds for Overparameterized Neural Networks

Alberto Bernacchia, Da-shan Shiu, Jezabel Garcia, Michael Bromberg, Sattar Vakili

arxiv:2109.06099 v3 · 2021-09-13 · 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{AM5ADYGNVHJ7TDA5GD33JYQWQY}

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	2026-07-05T03:21:33.616246Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

033a01e0cda9d3f98c1d30f7b4e216861fb245a182f89583b920ee6a91817926

Aliases

arxiv: 2109.06099 · arxiv_version: 2109.06099v3 · doi: 10.48550/arxiv.2109.06099 · pith_short_12: AM5ADYGNVHJ7 · pith_short_16: AM5ADYGNVHJ7TDA5 · pith_short_8: AM5ADYGN

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/AM5ADYGNVHJ7TDA5GD33JYQWQY \
  | 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: 033a01e0cda9d3f98c1d30f7b4e216861fb245a182f89583b920ee6a91817926

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "005455ba38a991364681b5d98a02625ea9e6a85db276202b073ab34f1c0e6de5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-13T16:20:13Z",
    "title_canon_sha256": "119f274cbd600deea5d41689befa9bf405d02ba7b9b582d029d74162cb95b8ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.06099",
    "kind": "arxiv",
    "version": 3
  }
}