Pith Number

pith:KP24KX4E

pith:2024:KP24KX4EHZ6PS36HHDXOPLQUHF

not attested not anchored not stored refs pending

FeDeRA:Efficient Fine-tuning of Language Models in Federated Learning Leveraging Weight Decomposition

Qianqian Yang, Shunpu Tang, Yuxuan Yan, Zhiguo Shi

arxiv:2404.18848 v3 · 2024-04-29 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KP24KX4EHZ6PS36HHDXOPLQUHF}

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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

3 papers in Pith

The Hidden Power of Scaling Factor in LoRA Optimization

FedSmoothLoRA: Toward Smoother and Faster Convergence in Federated Low-Rank Adaptation

Aggregating Low Rank Adapters in Federated Fine-tuning

Receipt and verification

First computed	2026-07-05T08:23:21.729510Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53f5c55f843e7cf96fc738eee7ae14395e471ec5643b700532e3e34c6f4eaf83

Aliases

arxiv: 2404.18848 · arxiv_version: 2404.18848v3 · doi: 10.48550/arxiv.2404.18848 · pith_short_12: KP24KX4EHZ6P · pith_short_16: KP24KX4EHZ6PS36H · pith_short_8: KP24KX4E

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/KP24KX4EHZ6PS36HHDXOPLQUHF \
  | 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: 53f5c55f843e7cf96fc738eee7ae14395e471ec5643b700532e3e34c6f4eaf83

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40213f836eeb0a5b3065970dde541bd00f60c76317cbbd986b385c33b3b4438c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-29T16:42:26Z",
    "title_canon_sha256": "c598a0169bb9d49bc5e95f7ae115bd4ac0b66a683f14733aa95ba45cbb043e8e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.18848",
    "kind": "arxiv",
    "version": 3
  }
}