Pith Number

pith:QYQGHBFP

pith:2022:QYQGHBFPWZI7FNHH665LUY72QQ

not attested not anchored not stored refs pending

pFL-Bench: A Comprehensive Benchmark for Personalized Federated Learning

Bolin Ding, Daoyuan Chen, Dawei Gao, Weirui Kuang, Yaliang Li

arxiv:2206.03655 v4 · 2022-06-08 · 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{QYQGHBFPWZI7FNHH665LUY72QQ}

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	2026-07-05T05:06:12.746468Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86206384afb651f2b4e7f7baba63fa8410a7398aa40eff0ff4f06116e8e2f0e0

Aliases

arxiv: 2206.03655 · arxiv_version: 2206.03655v4 · doi: 10.48550/arxiv.2206.03655 · pith_short_12: QYQGHBFPWZI7 · pith_short_16: QYQGHBFPWZI7FNHH · pith_short_8: QYQGHBFP

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/QYQGHBFPWZI7FNHH665LUY72QQ \
  | 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: 86206384afb651f2b4e7f7baba63fa8410a7398aa40eff0ff4f06116e8e2f0e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f40bbb8f4fbd25dd2bae53d0e267a94603adb4da629f05c60ce59bc64364bca",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-08T02:51:59Z",
    "title_canon_sha256": "82d578f416f01bdcd9259c69243049324f1136d0bc011f9b5c1219f3e2a8208b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.03655",
    "kind": "arxiv",
    "version": 4
  }
}