Pith Number

pith:JVBXF26I

pith:2022:JVBXF26IMGVPAEW7ZNM3DTS2MW

not attested not anchored not stored refs pending

Non-Vacuous Generalisation Bounds for Shallow Neural Networks

Benjamin Guedj, Felix Biggs

arxiv:2202.01627 v3 · 2022-02-03 · 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{JVBXF26IMGVPAEW7ZNM3DTS2MW}

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

On the Sample Complexity of One Hidden Layer Networks with Equivariance, Locality and Weight Sharing

Receipt and verification

First computed	2026-07-05T05:08:26.289073Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d4372ebc861aaf012dfcb59b1ce5a65bfdc0b39f9280ef462d99399532cf257

Aliases

arxiv: 2202.01627 · arxiv_version: 2202.01627v3 · doi: 10.48550/arxiv.2202.01627 · pith_short_12: JVBXF26IMGVP · pith_short_16: JVBXF26IMGVPAEW7 · pith_short_8: JVBXF26I

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/JVBXF26IMGVPAEW7ZNM3DTS2MW \
  | 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: 4d4372ebc861aaf012dfcb59b1ce5a65bfdc0b39f9280ef462d99399532cf257

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1911b7ffdadb7e1de2254382d9195049a3223e792c8413c74849f2deea0817b7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-03T14:59:51Z",
    "title_canon_sha256": "1f0fd2f8c0a789119e82108ba73404abec5c1c74fccddd22e4ba0b56fcef7a43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.01627",
    "kind": "arxiv",
    "version": 3
  }
}