Pith Number

pith:ZW53PNMZ

pith:2022:ZW53PNMZVJFFRHQU3Q4BLODYD7

not attested not anchored not stored refs pending

On uniform-in-time diffusion approximation for stochastic gradient descent

Lei Li, Yuliang Wang

arxiv:2207.04922 v1 · 2022-07-11 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{ZW53PNMZVJFFRHQU3Q4BLODYD7}

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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

What is the long-run distribution of stochastic gradient descent? A large deviations analysis

Receipt and verification

First computed	2026-07-05T04:39:05.033740Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cdbbb7b599aa4a589e14dc3815b8781ff2e305aab176cf181cd4ff97b36ace4c

Aliases

arxiv: 2207.04922 · arxiv_version: 2207.04922v1 · doi: 10.48550/arxiv.2207.04922 · pith_short_12: ZW53PNMZVJFF · pith_short_16: ZW53PNMZVJFFRHQU · pith_short_8: ZW53PNMZ

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/ZW53PNMZVJFFRHQU3Q4BLODYD7 \
  | 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: cdbbb7b599aa4a589e14dc3815b8781ff2e305aab176cf181cd4ff97b36ace4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7cb346e6ee41890e4a899d6417e6a0aab8ca673b7f76658ae91ccbffeaeb44b5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-07-11T14:58:14Z",
    "title_canon_sha256": "ad65237cc6baad59033aee2f7b338b590682b3d8520434f02967e21d9040b572"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.04922",
    "kind": "arxiv",
    "version": 1
  }
}