Pith Number

pith:4VDIFOV2

pith:2023:4VDIFOV2N424P254ITUSWDNPTA

not attested not anchored not stored refs pending

Revisiting Weighted Aggregation in Federated Learning with Neural Networks

Chao Wu, Tao Lin, Xinyi Shang, Zexi Li

arxiv:2302.10911 v4 · 2023-02-14 · 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{4VDIFOV2N424P254ITUSWDNPTA}

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

MobileA3gent: Training Mobile GUI Agents Using Decentralized Self-Sourced Data from Diverse Users

Receipt and verification

First computed	2026-07-05T06:19:39.497356Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e54682baba6f35c7ebbc44e92b0daf981d60c323a98d628dccf3d4b67c4f2ed2

Aliases

arxiv: 2302.10911 · arxiv_version: 2302.10911v4 · doi: 10.48550/arxiv.2302.10911 · pith_short_12: 4VDIFOV2N424 · pith_short_16: 4VDIFOV2N424P254 · pith_short_8: 4VDIFOV2

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/4VDIFOV2N424P254ITUSWDNPTA \
  | 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: e54682baba6f35c7ebbc44e92b0daf981d60c323a98d628dccf3d4b67c4f2ed2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e5c8cb0fc28ce8fb1f1afa7a097a83254ba724957e5780072cc61e9e39f1b27",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-14T07:52:21Z",
    "title_canon_sha256": "cb8ce018ba5ff677a4e5970fe696837d2c08ca2df22253f8a214f0e971ffc951"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.10911",
    "kind": "arxiv",
    "version": 4
  }
}