Pith Number

pith:ZUUVVVXM

pith:2024:ZUUVVVXMOJIVWIZFEAXYLZR5US

not attested not anchored not stored refs pending

Heterogeneous LoRA for Federated Fine-tuning of On-Device Foundation Models

Aldi Fahrezi, Gauri Joshi, Luyang Liu, Yae Jee Cho, Zheng Xu

arxiv:2401.06432 v2 · 2024-01-12 · cs.LG · cs.DC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZUUVVVXMOJIVWIZFEAXYLZR5US}

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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

5 papers in Pith

FedMark-FM: Auditable, Risk-Adjusted Data Markets for Federated Foundation-Model Adaptation

Beyond Parameter Aggregation: Semantic Consensus for Federated Fine-Tuning of LLMs

DP-LAC: Lightweight Adaptive Clipping for Differentially Private Federated Fine-tuning of Language Models

Adaptive Selection of LoRA Components in Privacy-Preserving Federated Learning

FedSpy-LLM: Towards Scalable and Generalizable Data Reconstruction Attacks from Gradients on LLMs

Receipt and verification

First computed	2026-07-05T07:47:27.989607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd295ad6ec72515b2325202f85e63da4895d246746f1cf145e975205002cb309

Aliases

arxiv: 2401.06432 · arxiv_version: 2401.06432v2 · doi: 10.48550/arxiv.2401.06432 · pith_short_12: ZUUVVVXMOJIV · pith_short_16: ZUUVVVXMOJIVWIZF · pith_short_8: ZUUVVVXM

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/ZUUVVVXMOJIVWIZFEAXYLZR5US \
  | 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: cd295ad6ec72515b2325202f85e63da4895d246746f1cf145e975205002cb309

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "223fc60c9f846f69a7d7b35eb7b4fd90a43105c055b893d0f06b77c528cab5ce",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-12T07:52:07Z",
    "title_canon_sha256": "bde51ff40c14c5b72cf84f3378943a924fbdd22b674a2cb4e2d27d87862b3a90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.06432",
    "kind": "arxiv",
    "version": 2
  }
}