Pith Number

pith:OJE2ITAO

pith:2023:OJE2ITAO7N2OTQ3DQFVBXPXKZY

not attested not anchored not stored refs pending

Generalization Guarantees of Gradient Descent for Multi-Layer Neural Networks

Ding-Xuan Zhou, Di Wang, Puyu Wang, Yiming Ying, Yunwen Lei

arxiv:2305.16891 v2 · 2023-05-26 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{OJE2ITAO7N2OTQ3DQFVBXPXKZY}

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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

How Does the Smoothness Approximation Method Facilitate Generalization for Federated Adversarial Learning?

Receipt and verification

First computed	2026-07-05T11:40:29.127291Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7249a44c0efb74e9c363816a1bbeeace366454014400dc77059fbb76b123d98f

Aliases

arxiv: 2305.16891 · arxiv_version: 2305.16891v2 · doi: 10.48550/arxiv.2305.16891 · pith_short_12: OJE2ITAO7N2O · pith_short_16: OJE2ITAO7N2OTQ3D · pith_short_8: OJE2ITAO

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/OJE2ITAO7N2OTQ3DQFVBXPXKZY \
  | 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: 7249a44c0efb74e9c363816a1bbeeace366454014400dc77059fbb76b123d98f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ee545572f03acd3e2ef8df4fdf4184c2d088d52f6fa0c0f0528384ef599e72d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-26T12:51:38Z",
    "title_canon_sha256": "ef01100688e2c84c920b727e5ff2f95de643f62bd221a5d15a05154b6eb3fc6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.16891",
    "kind": "arxiv",
    "version": 2
  }
}