Pith Number

pith:JJKQZSJ7

pith:2025:JJKQZSJ76CIMTH5D3UNI4CBZPT

not attested not anchored not stored refs pending

Optimal Batch-Size Control for Low-Latency Federated Learning with Device Heterogeneity

Huiling Yang, Kaibin Huang, Zhanwei Wang

arxiv:2507.15601 v2 · 2025-07-21 · cs.LG · cs.SY · eess.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JJKQZSJ76CIMTH5D3UNI4CBZPT}

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

Optimizing Split Federated Learning with Unstable Client Participation

Receipt and verification

First computed	2026-07-05T11:57:38.074601Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a550cc93ff090c99fa3dd1a8e08397cc2470544171f3e241e5327334ddfc83e

Aliases

arxiv: 2507.15601 · arxiv_version: 2507.15601v2 · doi: 10.48550/arxiv.2507.15601 · pith_short_12: JJKQZSJ76CIM · pith_short_16: JJKQZSJ76CIMTH5D · pith_short_8: JJKQZSJ7

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/JJKQZSJ76CIMTH5D3UNI4CBZPT \
  | 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: 4a550cc93ff090c99fa3dd1a8e08397cc2470544171f3e241e5327334ddfc83e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18582cd1586da82e5acae5479aaecbce82113e1314d3b63d4e3f279dffa7647c",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-21T13:24:38Z",
    "title_canon_sha256": "e682388ae5ee29ab484f0ab0d335a0112f6d2ad235a63aa87f7b62b2d677da07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.15601",
    "kind": "arxiv",
    "version": 2
  }
}