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Pith Number

pith:KM2XHUKJ

pith:2022:KM2XHUKJBFPSUE43UHHGN7OM5M
not attested not anchored not stored refs pending

Federated Optimization Algorithms with Random Reshuffling and Gradient Compression

Abdurakhmon Sadiev, Ahmed Khaled, Eduard Gorbunov, Grigory Malinovsky, Igor Sokolov, Konstantin Burlachenko, Peter Richt\'arik

arxiv:2206.07021 v2 · 2022-06-14 · cs.LG · math.OC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KM2XHUKJBFPSUE43UHHGN7OM5M}

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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.
Receipt and verification
First computed 2026-07-05T05:12:51.832282Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

533573d149095f2a139ba1ce66fdcceb1081e68b41c19852f4b2a7f9c5ab31c8

Aliases

arxiv: 2206.07021 · arxiv_version: 2206.07021v2 · doi: 10.48550/arxiv.2206.07021 · pith_short_12: KM2XHUKJBFPS · pith_short_16: KM2XHUKJBFPSUE43 · pith_short_8: KM2XHUKJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KM2XHUKJBFPSUE43UHHGN7OM5M \
  | 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: 533573d149095f2a139ba1ce66fdcceb1081e68b41c19852f4b2a7f9c5ab31c8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8321c5d332054732c46335ff271cecc0c97441969769059343e12c8f4b1b9f6e",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-14T17:36:47Z",
    "title_canon_sha256": "9a198828e733d9d426cb1af5f880494f546f8cbe22da8a396d7dbf38b02abca1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.07021",
    "kind": "arxiv",
    "version": 2
  }
}