Pith Number

pith:WLGT7EPX

pith:2019:WLGT7EPXGTDILS7FQA3KQBUBMN

not attested not anchored not stored refs pending

On Generalization Error Bounds of Noisy Gradient Methods for Non-Convex Learning

Jian Li, Mingda Qiao, Xuanyuan Luo

arxiv:1902.00621 v4 · 2019-02-02 · 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{WLGT7EPXGTDILS7FQA3KQBUBMN}

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

Pointwise Generalization in Deep Neural Networks

Receipt and verification

First computed	2026-07-05T00:44:37.197737Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2cd3f91f734c685cbe58036a806816373a98d7bcdf3efcc2ea1e35d78f2037a

Aliases

arxiv: 1902.00621 · arxiv_version: 1902.00621v4 · doi: 10.48550/arxiv.1902.00621 · pith_short_12: WLGT7EPXGTDI · pith_short_16: WLGT7EPXGTDILS7F · pith_short_8: WLGT7EPX

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/WLGT7EPXGTDILS7FQA3KQBUBMN \
  | 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: b2cd3f91f734c685cbe58036a806816373a98d7bcdf3efcc2ea1e35d78f2037a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b9045fcdafba94856c74a92449842c4f1aaea89fe34237ac29acfb53d6bd172",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-02T02:15:25Z",
    "title_canon_sha256": "3077b6b2152b100e16b378b8f586d729ed07e49e6b66de8988c30bd7786aa088"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.00621",
    "kind": "arxiv",
    "version": 4
  }
}