Pith Number

pith:2MJZX5BO

pith:2025:2MJZX5BOIKFWYS2I25CO5FZHEQ

not attested not anchored not stored refs pending

Enhancing Convergence, Privacy and Fairness for Wireless Personalized Federated Learning: Quantization-Assisted Min-Max Fair Scheduling

Ji Zhang, Ping Zhang, Qimei Cui, Weicai Li, Wei Ni, Xiaofeng Tao, Xi Yu, Xiyu Zhao, Ziqiang Du

arxiv:2506.02422 v1 · 2025-06-03 · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2MJZX5BOIKFWYS2I25CO5FZHEQ}

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	2026-07-05T11:16:09.511337Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3139bf42e428b6c4b48d744ee9727243f505be721225d170caa159c50d3b555

Aliases

arxiv: 2506.02422 · arxiv_version: 2506.02422v1 · doi: 10.48550/arxiv.2506.02422 · pith_short_12: 2MJZX5BOIKFW · pith_short_16: 2MJZX5BOIKFWYS2I · pith_short_8: 2MJZX5BO

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/2MJZX5BOIKFWYS2I25CO5FZHEQ \
  | 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: d3139bf42e428b6c4b48d744ee9727243f505be721225d170caa159c50d3b555

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35525373232fbbfe4fb6ea131c4721171da34365cb25ad03c5e6c08fd335a571",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-06-03T04:13:07Z",
    "title_canon_sha256": "92e2e77b1701d29705fe7243510f287c17bf5ede60e97f3a5e20be64dcca0b6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.02422",
    "kind": "arxiv",
    "version": 1
  }
}