Pith Number

pith:YNAKXV2R

pith:2022:YNAKXV2RWQ4XDMCPUDPHPV7GZP

not attested not anchored not stored refs pending

On the Unreasonable Effectiveness of Federated Averaging with Heterogeneous Data

Gauri Joshi, Jianyu Wang, Rudrajit Das, Satyen Kale, Tong Zhang, Zheng Xu

arxiv:2206.04723 v1 · 2022-06-09 · 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{YNAKXV2RWQ4XDMCPUDPHPV7GZP}

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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

On the Convergence Rates of Federated Q-Learning across Heterogeneous Environments

Receipt and verification

First computed	2026-07-05T04:30:43.454103Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c340abd751b43971b04fa0de77d7e6cbf7b2c28834aba4e1dfd5aa5fc0bcaff3

Aliases

arxiv: 2206.04723 · arxiv_version: 2206.04723v1 · doi: 10.48550/arxiv.2206.04723 · pith_short_12: YNAKXV2RWQ4X · pith_short_16: YNAKXV2RWQ4XDMCP · pith_short_8: YNAKXV2R

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/YNAKXV2RWQ4XDMCPUDPHPV7GZP \
  | 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: c340abd751b43971b04fa0de77d7e6cbf7b2c28834aba4e1dfd5aa5fc0bcaff3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a3ecc345d5df36139c22b8be50e8093c979292870eefd31a60b09ccff76d862",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-09T18:25:25Z",
    "title_canon_sha256": "38a53ced2ef399fd9a70d2650dedeff59c2c80d3356f8a31c588a58cda0ca82f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.04723",
    "kind": "arxiv",
    "version": 1
  }
}