Pith Number

pith:J5TUW44E

pith:2024:J5TUW44E63CXZMS3CZ2OCFI43E

not attested not anchored not stored refs pending

FedCal: Achieving Local and Global Calibration in Federated Learning via Aggregated Parameterized Scaler

Han Yu, Hongyi Peng, Xiaoli Tang, Xiaoxiao Li

arxiv:2405.15458 v2 · 2024-05-24 · 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{J5TUW44E63CXZMS3CZ2OCFI43E}

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

Exploit Gradient Skewness to Circumvent Byzantine Defenses for Federated Learning

Receipt and verification

First computed	2026-07-05T08:27:08.629201Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f674b7384f6c57cb25b1674e1151cd92dfe74b401132619e9a1193e86b1f180

Aliases

arxiv: 2405.15458 · arxiv_version: 2405.15458v2 · doi: 10.48550/arxiv.2405.15458 · pith_short_12: J5TUW44E63CX · pith_short_16: J5TUW44E63CXZMS3 · pith_short_8: J5TUW44E

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/J5TUW44E63CXZMS3CZ2OCFI43E \
  | 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: 4f674b7384f6c57cb25b1674e1151cd92dfe74b401132619e9a1193e86b1f180

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40d9fab6ccca3cc18c30f50d89427aba4ba080eb7009eb72ffe523be757291ff",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-24T11:33:58Z",
    "title_canon_sha256": "f305df96c64f7f8622221bd6df375059534fa06526d09b393c16ccf7be238511"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15458",
    "kind": "arxiv",
    "version": 2
  }
}