Pith. sign in
Pith Number

pith:FKWY4PTU

pith:2023:FKWY4PTUFMZDM467L6RWFCJTXT
not attested not anchored not stored refs pending

Improving Accelerated Federated Learning with Compression and Importance Sampling

Grigory Malinovsky, Micha{\l} Grudzie\'n, Peter Richt\'arik

arxiv:2306.03240 v1 · 2023-06-05 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FKWY4PTUFMZDM467L6RWFCJTXT}

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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 2026-07-05T06:17:55.448700Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2aad8e3e742b323673df5fa3628933bcd7e021068236972e4270e1d0c53da345

Aliases

arxiv: 2306.03240 · arxiv_version: 2306.03240v1 · doi: 10.48550/arxiv.2306.03240 · pith_short_12: FKWY4PTUFMZD · pith_short_16: FKWY4PTUFMZDM467 · pith_short_8: FKWY4PTU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FKWY4PTUFMZDM467L6RWFCJTXT \
  | 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: 2aad8e3e742b323673df5fa3628933bcd7e021068236972e4270e1d0c53da345
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "56eda6ef7cf112a12b08c99e9cb68d6fcc51ff0d17bf843ba634d6f41c965b54",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-05T20:50:36Z",
    "title_canon_sha256": "43b273889b55c16cc94f1a8122e8a3a2d1fcc7d8d83012318b72a28b27008f32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.03240",
    "kind": "arxiv",
    "version": 1
  }
}