Pith Number

pith:PXC3BEBI

pith:2021:PXC3BEBI7SSREVUB2W7J46GSJW

not attested not anchored not stored refs pending

Federated Learning Based on Dynamic Regularization

Durmus Alp Emre Acar, Matthew Mattina, Paul N. Whatmough, Ramon Matas Navarro, Venkatesh Saligrama, Yue Zhao

arxiv:2111.04263 v2 · 2021-11-08 · cs.LG · cs.DC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PXC3BEBI7SSREVUB2W7J46GSJW}

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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

8 papers in Pith

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Federated Distillation for Whole Slide Image via Gaussian-Mixture Feature Alignment and Curriculum Integration

BESplit: Bias-Compensated Split Federated Learning with Evidential Aggregation

Towards the Next Frontier of LLMs, Training on Private Data: A Cross-Domain Benchmark for Federated Fine-Tuning

FedFrozen: Two-Stage Federated Optimization via Attention Kernel Freezing

Receipt and verification

First computed	2026-07-05T03:30:17.883686Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7dc5b09028fca5125681d5be9e78d24da19d61e2c01e11a1e777a54e2860d2ee

Aliases

arxiv: 2111.04263 · arxiv_version: 2111.04263v2 · doi: 10.48550/arxiv.2111.04263 · pith_short_12: PXC3BEBI7SSR · pith_short_16: PXC3BEBI7SSREVUB · pith_short_8: PXC3BEBI

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/PXC3BEBI7SSREVUB2W7J46GSJW \
  | 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: 7dc5b09028fca5125681d5be9e78d24da19d61e2c01e11a1e777a54e2860d2ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8748ace4b4a2868b710a482e2ab305825476cdbd4656854101e5f89a3beb8efb",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-08T03:58:28Z",
    "title_canon_sha256": "574e05bccb3afa29025f58d30d7617bf4c292abc8242a4ec584175fd06005603"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.04263",
    "kind": "arxiv",
    "version": 2
  }
}