Pith Number

pith:FVS72AO5

pith:2021:FVS72AO522NW247BBLJQIPPLMT

not attested not anchored not stored refs pending

DistFL: Distribution-aware Federated Learning for Mobile Scenarios

Bingyan Liu, Ding Li, Leye Wang, Xiangqun Chen, Yao Guo, Yifeng Cai, Yuanchun Li, Ziqi Zhang

arxiv:2110.11619 v1 · 2021-10-22 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FVS72AO522NW247BBLJQIPPLMT}

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.

Receipt and verification

First computed	2026-07-05T03:24:49.603585Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d65fd01ddd69b6d73e10ad3043deb64f7dc6b411c7766cc6778cc8e90815264

Aliases

arxiv: 2110.11619 · arxiv_version: 2110.11619v1 · doi: 10.48550/arxiv.2110.11619 · pith_short_12: FVS72AO522NW · pith_short_16: FVS72AO522NW247B · pith_short_8: FVS72AO5

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/FVS72AO522NW247BBLJQIPPLMT \
  | 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: 2d65fd01ddd69b6d73e10ad3043deb64f7dc6b411c7766cc6778cc8e90815264

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a50d5d7bd7c5f7ae9f6ed860ca9d1eebc6ce4d9a4f36ab5fb3c92c650282faf",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-22T06:58:48Z",
    "title_canon_sha256": "72377e82454484033eb6e235bd1ceba88d53a03eb0b7797ea40aa81fc12b82cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.11619",
    "kind": "arxiv",
    "version": 1
  }
}