Pith Number

pith:XWSLTYC4

pith:2022:XWSLTYC4XYQW6IQ72QLOTCGEDB

not attested not anchored not stored refs pending

A Survey on Heterogeneous Federated Learning

Dashan Gao, Qiang Yang, Xin Yao

arxiv:2210.04505 v1 · 2022-10-10 · 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{XWSLTYC4XYQW6IQ72QLOTCGEDB}

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

5 papers in Pith

Decision-Focused Federated Learning Under Heterogeneous Objectives and Constraints

Decentralized Learning via Random Walk with Jumps

Automating aggregation strategy selection in federated learning

Federated Rule Ensemble Method in Medical Data

Receipt and verification

First computed	2026-07-05T05:04:54.097199Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bda4b9e05cbe216f221fd416e988c418429c3da2d542772d400d6a80f03499a4

Aliases

arxiv: 2210.04505 · arxiv_version: 2210.04505v1 · doi: 10.48550/arxiv.2210.04505 · pith_short_12: XWSLTYC4XYQW · pith_short_16: XWSLTYC4XYQW6IQ7 · pith_short_8: XWSLTYC4

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/XWSLTYC4XYQW6IQ72QLOTCGEDB \
  | 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: bda4b9e05cbe216f221fd416e988c418429c3da2d542772d400d6a80f03499a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2bab0a62c94e0a042616f49a6204e48b45415e6a505ecba1055f249bc0c1dd1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-10T09:16:43Z",
    "title_canon_sha256": "a88735a31b69557ef6787a544e6bb596b2c74492601243fe1a379cd924d2e880"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.04505",
    "kind": "arxiv",
    "version": 1
  }
}