Pith Number

pith:ZNJIBDGZ

pith:2020:ZNJIBDGZUYHCS7AEUMF3RCBGXO

not attested not anchored not stored refs pending

On Convergence-Diagnostic based Step Sizes for Stochastic Gradient Descent

Aymeric Dieuleveut, Nicolas Flammarion, Scott Pesme

arxiv:2007.00534 v1 · 2020-07-01 · cs.LG · math.OC · 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{ZNJIBDGZUYHCS7AEUMF3RCBGXO}

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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

Coupling-based Convergence Diagnostic and Stepsize Scheme for Stochastic Gradient Descent

Receipt and verification

First computed	2026-07-05T01:15:32.693357Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb52808cd9a60e297c04a30bb88826bba0cbf6984c13819bfc4a9fbe51928dde

Aliases

arxiv: 2007.00534 · arxiv_version: 2007.00534v1 · doi: 10.48550/arxiv.2007.00534 · pith_short_12: ZNJIBDGZUYHC · pith_short_16: ZNJIBDGZUYHCS7AE · pith_short_8: ZNJIBDGZ

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/ZNJIBDGZUYHCS7AEUMF3RCBGXO \
  | 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: cb52808cd9a60e297c04a30bb88826bba0cbf6984c13819bfc4a9fbe51928dde

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "371fc9d1c48fda5c786107370adc97f70c204a9e5b7fb8829942e5131b338da0",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-01T14:58:01Z",
    "title_canon_sha256": "20982bd6bd17151ee8bfc2f2827e19b68749cd49ef3719054dfd1894a7048803"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.00534",
    "kind": "arxiv",
    "version": 1
  }
}