Pith Number

pith:RC6QVCD2

pith:2025:RC6QVCD2DJGUI4LYFAHKZ6F5OF

not attested not anchored not stored refs pending

FedMHO: Heterogeneous One-Shot Federated Learning Towards Resource-Constrained Edge Devices

Dezhong Yao, Tongtong Liu, Yuexin Shi, Zhiqiang Xu

arxiv:2502.08518 v1 · 2025-02-12 · cs.LG · cs.AI · 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{RC6QVCD2DJGUI4LYFAHKZ6F5OF}

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	2026-07-05T10:13:24.233500Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

88bd0a887a1a4d447178280eacf8bd7148826bd66b49e632d392b5694d6197a6

Aliases

arxiv: 2502.08518 · arxiv_version: 2502.08518v1 · doi: 10.48550/arxiv.2502.08518 · pith_short_12: RC6QVCD2DJGU · pith_short_16: RC6QVCD2DJGUI4LY · pith_short_8: RC6QVCD2

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/RC6QVCD2DJGUI4LYFAHKZ6F5OF \
  | 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: 88bd0a887a1a4d447178280eacf8bd7148826bd66b49e632d392b5694d6197a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "896528a66082a490ac2920e89e5203433f218bd66751f891f54fb67c2dd075fd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-12T15:54:56Z",
    "title_canon_sha256": "31aa00fd5a04a6fba9e13ba0c59cb9241c7d0cbfad8cce3ca6faa118dd8b60ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08518",
    "kind": "arxiv",
    "version": 1
  }
}