Pith Number

pith:F7DRTRRT

pith:2024:F7DRTRRTTYQF2Q7H2WSXAP3VGM

not attested not anchored not stored refs pending

General framework for online-to-nonconvex conversion: Schedule-free SGD is also effective for nonconvex optimization

Ashok Cutkosky, Gagik Magakyan, Kwangjun Ahn

arxiv:2411.07061 v1 · 2024-11-11 · 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{F7DRTRRTTYQF2Q7H2WSXAP3VGM}

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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

Central limit theorem for the averaged Adam optimizer

Receipt and verification

First computed	2026-07-05T09:33:56.052663Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2fc719c6339e205d43e7d5a5703f7533176b3a7f31742fc9919acbe36b18b52c

Aliases

arxiv: 2411.07061 · arxiv_version: 2411.07061v1 · doi: 10.48550/arxiv.2411.07061 · pith_short_12: F7DRTRRTTYQF · pith_short_16: F7DRTRRTTYQF2Q7H · pith_short_8: F7DRTRRT

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/F7DRTRRTTYQF2Q7H2WSXAP3VGM \
  | 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: 2fc719c6339e205d43e7d5a5703f7533176b3a7f31742fc9919acbe36b18b52c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "939be9720f81083dac1589c59d7c68e011506390d14cbe1c36ad8b5c792e6bf6",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-11T15:25:48Z",
    "title_canon_sha256": "12ebc92fa80170f0a07a3cc006e94e7f7a6ea97230747bfd94c2bfe12fb4d094"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.07061",
    "kind": "arxiv",
    "version": 1
  }
}