Pith Number

pith:AJ4A2ROZ

pith:2024:AJ4A2ROZ3QG56OENYI6CIXTV5G

not attested not anchored not stored refs pending

Adaptive Client Selection with Personalization for Communication Efficient Federated Learning

Allan M. de Souza, Antonio A. F. Loureiro, Eduardo Cerqueira, Filipe Maciel, Joahannes B. D. da Costa, Leandro A. Villas, Luiz F. Bittencourt

arxiv:2411.17833 v1 · 2024-11-26 · 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{AJ4A2ROZ3QG56OENYI6CIXTV5G}

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	2026-07-05T09:41:07.533719Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02780d45d9dc0ddf388dc23c245e75e980a765bf1eaa79de451bd341ff3f8a29

Aliases

arxiv: 2411.17833 · arxiv_version: 2411.17833v1 · doi: 10.48550/arxiv.2411.17833 · pith_short_12: AJ4A2ROZ3QG5 · pith_short_16: AJ4A2ROZ3QG56OEN · pith_short_8: AJ4A2ROZ

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/AJ4A2ROZ3QG56OENYI6CIXTV5G \
  | 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: 02780d45d9dc0ddf388dc23c245e75e980a765bf1eaa79de451bd341ff3f8a29

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3e64502976563e737d0651a36ad6cd5700c6da8811eb10ebb9b0706b0c76489",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-26T19:20:59Z",
    "title_canon_sha256": "2b8f36e1ece06a477f7dfeb5b1d29fc8b66364f411f0b5c7287fdf39f7dbfcba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17833",
    "kind": "arxiv",
    "version": 1
  }
}