Pith Number

pith:TMAUMPVI

pith:2022:TMAUMPVI5Q5SUSFDWLKCQGSPQE

not attested not anchored not stored refs pending

On the Complexity of Decentralized Smooth Nonconvex Finite-Sum Optimization

Haishan Ye, Lesi Chen, Luo Luo, Yunyan Bai, Yuxing Liu

arxiv:2210.13931 v4 · 2022-10-25 · math.OC · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TMAUMPVI5Q5SUSFDWLKCQGSPQE}

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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

Decentralized Stochastic Nonconvex Optimization under the $(L_0,L_1)$-Smoothness

Receipt and verification

First computed	2026-07-05T09:59:41.032708Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b01463ea8ec3b2a48a3b2d4281a4f812bd26f0170a10f0f3775cd94d031faba

Aliases

arxiv: 2210.13931 · arxiv_version: 2210.13931v4 · doi: 10.48550/arxiv.2210.13931 · pith_short_12: TMAUMPVI5Q5S · pith_short_16: TMAUMPVI5Q5SUSFD · pith_short_8: TMAUMPVI

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/TMAUMPVI5Q5SUSFDWLKCQGSPQE \
  | 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: 9b01463ea8ec3b2a48a3b2d4281a4f812bd26f0170a10f0f3775cd94d031faba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7e7bba06b71e34bfa2c942956429a51cf6992e32d76ab8aff014fdfa4987e69",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2022-10-25T11:37:11Z",
    "title_canon_sha256": "66d2de14a24fbac063bf780a94860e75e4d2b218f2c212b9e765d2722e489f6c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.13931",
    "kind": "arxiv",
    "version": 4
  }
}