Pith Number

pith:IHBTPCZC

pith:2022:IHBTPCZCKY3SBLH7UICBCJTADJ

not attested not anchored not stored refs pending

Generalization Error Bounds for Deep Neural Networks Trained by SGD

Chao Ma, Mingze Wang

arxiv:2206.03299 v2 · 2022-06-07 · 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{IHBTPCZCKY3SBLH7UICBCJTADJ}

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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

Path Regularization: A Near-Complete and Optimal Nonasymptotic Generalization Theory for Multilayer Neural Networks and Double Descent Phenomenon

Receipt and verification

First computed	2026-07-05T06:14:35.103547Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41c3378b22563720acffa2041126601a673abbf89a5c9fc62a630b2f3ea2ed80

Aliases

arxiv: 2206.03299 · arxiv_version: 2206.03299v2 · doi: 10.48550/arxiv.2206.03299 · pith_short_12: IHBTPCZCKY3S · pith_short_16: IHBTPCZCKY3SBLH7 · pith_short_8: IHBTPCZC

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/IHBTPCZCKY3SBLH7UICBCJTADJ \
  | 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: 41c3378b22563720acffa2041126601a673abbf89a5c9fc62a630b2f3ea2ed80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2b85631c67cdff2e82211cad2cf6b4109919c432f710e8a48c2174126a7b50b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-07T13:46:10Z",
    "title_canon_sha256": "1a4326cedc53231745c7d845f424702bbfddb3a12a8c8e1f942e6f50901c7eaa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.03299",
    "kind": "arxiv",
    "version": 2
  }
}