Pith Number

pith:UNJHLAEY

pith:2025:UNJHLAEYWGS6GFHNDORL45ZRLE

not attested not anchored not stored refs pending

FedWSQ: Efficient Federated Learning with Weight Standardization and Distribution-Aware Non-Uniform Quantization

Jiah Kim, Se-Ho Lee, Seongyeol Kim, Seowon Ji, Seung-Wook Kim

arxiv:2506.23516 v3 · 2025-06-30 · cs.LG · cs.AI · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UNJHLAEYWGS6GFHNDORL45ZRLE}

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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

Quantization in Federated Learning: Methods, Challenges and Future Directions

Receipt and verification

First computed	2026-07-05T11:40:55.617619Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a352758098b1a5e314ed1ba2be773159397a047c0fa55e6cb4e1eb0f24a9afd2

Aliases

arxiv: 2506.23516 · arxiv_version: 2506.23516v3 · doi: 10.48550/arxiv.2506.23516 · pith_short_12: UNJHLAEYWGS6 · pith_short_16: UNJHLAEYWGS6GFHN · pith_short_8: UNJHLAEY

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/UNJHLAEYWGS6GFHNDORL45ZRLE \
  | 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: a352758098b1a5e314ed1ba2be773159397a047c0fa55e6cb4e1eb0f24a9afd2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f46f5361b9c92aa794c147a82a6b49df041432971764905a0514728ea3d92822",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-30T04:46:25Z",
    "title_canon_sha256": "77ee92e24afde914441401b320d8b7d5de32dd0bfb37e35d91e397e853f91d11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.23516",
    "kind": "arxiv",
    "version": 3
  }
}