Pith Number

pith:QY5UE2SH

pith:2024:QY5UE2SHXDMWAL544CBTJ5W3BM

not attested not anchored not stored refs pending

Hybrid-Regularized Magnitude Pruning for Robust Federated Learning under Covariate Shift

Nicolas Pugeault, Ozgu Goksu

arxiv:2412.15010 v2 · 2024-12-19 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QY5UE2SHXDMWAL544CBTJ5W3BM}

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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

Towards Collaborative Fairness in Federated Learning Under Imbalanced Covariate Shift

Receipt and verification

First computed	2026-07-05T12:07:36.822163Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

863b426a47b8d9602fbce08334f6db0b163abed6882a31020065657dd9ea5db2

Aliases

arxiv: 2412.15010 · arxiv_version: 2412.15010v2 · doi: 10.48550/arxiv.2412.15010 · pith_short_12: QY5UE2SHXDMW · pith_short_16: QY5UE2SHXDMWAL54 · pith_short_8: QY5UE2SH

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/QY5UE2SHXDMWAL544CBTJ5W3BM \
  | 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: 863b426a47b8d9602fbce08334f6db0b163abed6882a31020065657dd9ea5db2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03ead9a22b1c423060edf7b4ea50c79d451fdf40b8db373b1529a5ad787f6c18",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-19T16:22:37Z",
    "title_canon_sha256": "2ec326837de38b539a21fb5034cb2c4fcb3b352ce7fcadb11d2553988dabb436"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15010",
    "kind": "arxiv",
    "version": 2
  }
}