Pith Number

pith:3HDX3XRJ

pith:2023:3HDX3XRJ34CGRMFPW2GKFSAU6U

not attested not anchored not stored refs pending

FS-Real: Towards Real-World Cross-Device Federated Learning

Bolin Ding, Daoyuan Chen, Dawei Gao, Jingren Zhou, Xuchen Pan, Yaliang Li, Yuexiang Xie, Zitao Li

arxiv:2303.13363 v1 · 2023-03-23 · 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{3HDX3XRJ34CGRMFPW2GKFSAU6U}

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	2026-07-05T05:54:01.172453Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d9c77dde29df0468b0afb68ca2c814f51fc8e129b12744352617514d5ea586cd

Aliases

arxiv: 2303.13363 · arxiv_version: 2303.13363v1 · doi: 10.48550/arxiv.2303.13363 · pith_short_12: 3HDX3XRJ34CG · pith_short_16: 3HDX3XRJ34CGRMFP · pith_short_8: 3HDX3XRJ

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/3HDX3XRJ34CGRMFPW2GKFSAU6U \
  | 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: d9c77dde29df0468b0afb68ca2c814f51fc8e129b12744352617514d5ea586cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7452a5abee2493e2153f8116cd4b8e3bb97a0f54fa7dd21fb89bf2c84a762e0c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-23T15:37:17Z",
    "title_canon_sha256": "0945bc20bf8f75646e1a5337ee7d025dbe64052317e0f85bedb043afd5f1d797"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.13363",
    "kind": "arxiv",
    "version": 1
  }
}