Pith. sign in
Pith Number

pith:XMHA5QQK

pith:2023:XMHA5QQKVHU53LHTDQX2M3JOMM
not attested not anchored not stored refs pending

Advancing Personalized Federated Learning: Group Privacy, Fairness, and Beyond

Catuscia Palamidessi, Filippo Galli, Kangsoo Jung, Sayan Biswas, Tommaso Cucinotta

arxiv:2309.00416 v1 · 2023-09-01 · cs.LG · cs.CR · cs.CY · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XMHA5QQKVHU53LHTDQX2M3JOMM}

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.
Receipt and verification
First computed 2026-07-05T07:06:05.409334Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bb0e0ec20aa9e9ddacf31c2fa66d2e631338c46ee3c193e0d4d793aa057089e0

Aliases

arxiv: 2309.00416 · arxiv_version: 2309.00416v1 · doi: 10.48550/arxiv.2309.00416 · pith_short_12: XMHA5QQKVHU5 · pith_short_16: XMHA5QQKVHU53LHT · pith_short_8: XMHA5QQK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XMHA5QQKVHU53LHTDQX2M3JOMM \
  | 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: bb0e0ec20aa9e9ddacf31c2fa66d2e631338c46ee3c193e0d4d793aa057089e0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ae2558a194b066ffa159d87de4475df48e5c5689c1d51916694e766ffd85f709",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CY",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-01T12:20:19Z",
    "title_canon_sha256": "33b1f8f7c8d513b6b83a013bf031bb3ae9f6b2d80a0ccc952dcb8acb5ae9e68a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.00416",
    "kind": "arxiv",
    "version": 1
  }
}