pith. sign in
Pith Number

pith:T6M67VKJ

pith:2026:T6M67VKJOALOMEA4DYN4L2I5A2
not attested not anchored not stored refs pending

Choose Wisely and Privately: Proactive Client Selection for Fair and Efficient Federated Learning

Adda Akram Bendoukha, Aymen Boudguiga, Heber Hwang Arcolezi, Nesrine Kaaniche

arxiv:2605.20975 v1 · 2026-05-20 · cs.LG · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{T6M67VKJOALOMEA4DYN4L2I5A2}

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 2026-05-21T01:05:30.682182Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9f99efd5497016e6101c1e1bc5e91d06ad2dcade8b9d1bee07c8f79a5b5c152a

Aliases

arxiv: 2605.20975 · arxiv_version: 2605.20975v1 · doi: 10.48550/arxiv.2605.20975 · pith_short_12: T6M67VKJOALO · pith_short_16: T6M67VKJOALOMEA4 · pith_short_8: T6M67VKJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/T6M67VKJOALOMEA4DYN4L2I5A2 \
  | 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: 9f99efd5497016e6101c1e1bc5e91d06ad2dcade8b9d1bee07c8f79a5b5c152a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0c570eb45dc9cc00153cf25b9655deac53a4df2a0592d552e5ba399fb8a38fae",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-20T10:00:33Z",
    "title_canon_sha256": "b581d755b7a21b97845207f71f0f7fbf5e5d87d1eb6c00000296d30803744a9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.20975",
    "kind": "arxiv",
    "version": 1
  }
}