Pith Number

pith:DP3HHVYF

pith:2022:DP3HHVYFWBYUYNM3CULTB34MA6

not attested not anchored not stored refs pending

A Unified Convergence Theorem for Stochastic Optimization Methods

Andre Milzarek, Xiao Li

arxiv:2206.03907 v2 · 2022-06-08 · math.OC · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DP3HHVYFWBYUYNM3CULTB34MA6}

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

FedCGR: Federated Cross-Domain Generative Recommendation

Receipt and verification

First computed	2026-07-05T05:08:16.098251Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1bf673d705b0714c359b151730ef8c07a51dfb4e113a153dac0b9ad2b0160809

Aliases

arxiv: 2206.03907 · arxiv_version: 2206.03907v2 · doi: 10.48550/arxiv.2206.03907 · pith_short_12: DP3HHVYFWBYU · pith_short_16: DP3HHVYFWBYUYNM3 · pith_short_8: DP3HHVYF

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/DP3HHVYFWBYUYNM3CULTB34MA6 \
  | 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: 1bf673d705b0714c359b151730ef8c07a51dfb4e113a153dac0b9ad2b0160809

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38bedc612a6d23dcd89843bd4b7c04c7ffe4eec9b184ec38df83614a64cd648b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2022-06-08T14:01:42Z",
    "title_canon_sha256": "efdea6cb1fbdf4613ffd0a2a8b4566b7e8b6f75f4362309c108b51ed70b2fc6e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.03907",
    "kind": "arxiv",
    "version": 2
  }
}