Pith Number

pith:DDLM247Q

pith:2021:DDLM247Q7F7V4QFIROY7VWHWL7

not attested not anchored not stored refs pending

FedScale: Benchmarking Model and System Performance of Federated Learning at Scale

Fan Lai, Harsha V. Madhyastha, Jiachen Liu, Mosharaf Chowdhury, Sanjay S. Singapuram, Xiangfeng Zhu, Yinwei Dai

arxiv:2105.11367 v5 · 2021-05-24 · cs.LG · cs.AI · cs.DC · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DDLM247Q7F7V4QFIROY7VWHWL7}

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

Rescaled Asynchronous SGD: Optimal Distributed Optimization under Data and System Heterogeneity

Receipt and verification

First computed	2026-07-05T04:32:49.646279Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18d6cd73f0f97f5e40a88bb1fad8f65fc551876842d4a3626a4387dcbdf3f392

Aliases

arxiv: 2105.11367 · arxiv_version: 2105.11367v5 · doi: 10.48550/arxiv.2105.11367 · pith_short_12: DDLM247Q7F7V · pith_short_16: DDLM247Q7F7V4QFI · pith_short_8: DDLM247Q

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/DDLM247Q7F7V4QFIROY7VWHWL7 \
  | 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: 18d6cd73f0f97f5e40a88bb1fad8f65fc551876842d4a3626a4387dcbdf3f392

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6327b92cc08f58646c13f323aef6eb604cddf38c9a5c6e75b6620df04dedd772",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.PF"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-24T15:55:27Z",
    "title_canon_sha256": "b1eaac243d17532577dbef57de456338b6b4499024e5ff96ba8ee1a853a06f0b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.11367",
    "kind": "arxiv",
    "version": 5
  }
}