Pith Number

pith:4BRAQ32K

pith:2020:4BRAQ32KAU74OF5NVHQHNC54GV

not attested not anchored not stored refs pending

Fairness and Accuracy in Federated Learning

Dexian Wang, Junbo Zhang, Shengdong Du, Tianrui Li, Wei Huang

arxiv:2012.10069 v1 · 2020-12-18 · 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{4BRAQ32KAU74OF5NVHQHNC54GV}

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

Knowledge Distillation in Federated Learning: a Survey on Long Lasting Challenges and New Solutions

Receipt and verification

First computed	2026-07-05T02:00:35.019576Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e062086f4a053fc717ada9e0768bbc35507cbfc760d343dc97f950ec0dab964f

Aliases

arxiv: 2012.10069 · arxiv_version: 2012.10069v1 · doi: 10.48550/arxiv.2012.10069 · pith_short_12: 4BRAQ32KAU74 · pith_short_16: 4BRAQ32KAU74OF5N · pith_short_8: 4BRAQ32K

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/4BRAQ32KAU74OF5NVHQHNC54GV \
  | 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: e062086f4a053fc717ada9e0768bbc35507cbfc760d343dc97f950ec0dab964f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71ae120af2e471fd7735d6d40da7f211709ec7fbba4fef0ed98a6d59e4fadf0a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-18T06:28:37Z",
    "title_canon_sha256": "a0f398db1d763e59b722b95b6cdef07ec106f25e8d48618f9e1eb4e181ba6af5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.10069",
    "kind": "arxiv",
    "version": 1
  }
}