Pith Number

pith:IJIX7OHD

pith:2025:IJIX7OHDILD2SR2ADMIJTYV2FJ

not attested not anchored not stored refs pending

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning

Guangwei Zhang, Haoran Luo, Kaiwen Xue, Meina Song, Mengyang Sun, Xie Yu, Yangli-ao Geng, Yifan Zhu, Yu Feng, Zongfu Han

arxiv:2502.00354 v1 · 2025-02-01 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IJIX7OHDILD2SR2ADMIJTYV2FJ}

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	2026-07-05T10:08:32.617186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

42517fb8e342c7a947401b1099e2ba2a69816e9910358fbdc83b66bca811f598

Aliases

arxiv: 2502.00354 · arxiv_version: 2502.00354v1 · doi: 10.48550/arxiv.2502.00354 · pith_short_12: IJIX7OHDILD2 · pith_short_16: IJIX7OHDILD2SR2A · pith_short_8: IJIX7OHD

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/IJIX7OHDILD2SR2ADMIJTYV2FJ \
  | 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: 42517fb8e342c7a947401b1099e2ba2a69816e9910358fbdc83b66bca811f598

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba5681044ea672ac3672be20672259fd4d53ff9c4528ba8e31599841196d4b52",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-01T07:20:21Z",
    "title_canon_sha256": "0bf5ba4605783f625da38b1147257c3e6fd3e58717af09a47f8adb86b59133ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00354",
    "kind": "arxiv",
    "version": 1
  }
}