Pith Number

pith:ILHGCELO

pith:2024:ILHGCELOWALIZMJJO3RH2EFFLP

not attested not anchored not stored refs pending

DP-DyLoRA: Fine-Tuning Transformer-Based Models On-Device under Differentially Private Federated Learning using Dynamic Low-Rank Adaptation

David Tuckey, Haaris Mehmood, Jie Xu, Karthikeyan Saravanan, Mete Ozay, Rogier Van Dalen

arxiv:2405.06368 v4 · 2024-05-10 · cs.LG · cs.CR · cs.DC

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\usepackage{pith}
\pithnumber{ILHGCELOWALIZMJJO3RH2EFFLP}

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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

FedShield-LLM: A Secure and Scalable Federated Fine-Tuned Large Language Model

Improving Parameter-Efficient Federated Learning with Differentially Private Refactorization

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

Differentially Private Clustered Federated Learning with Privacy-Preserving Initialization and Normality-Driven Aggregation

Toward Efficient Membership Inference Attacks against Federated Large Language Models: A Projection Residual Approach

Receipt and verification

First computed	2026-07-05T10:15:16.787254Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

42ce61116eb0168cb12976e27d10a55bc1a3391501873e69ac7c1f956e51a3d6

Aliases

arxiv: 2405.06368 · arxiv_version: 2405.06368v4 · doi: 10.48550/arxiv.2405.06368 · pith_short_12: ILHGCELOWALI · pith_short_16: ILHGCELOWALIZMJJ · pith_short_8: ILHGCELO

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/ILHGCELOWALIZMJJO3RH2EFFLP \
  | 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: 42ce61116eb0168cb12976e27d10a55bc1a3391501873e69ac7c1f956e51a3d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37baf28524715279fa6d28d39ce764af5672ff378a45c723f8902a8361336edb",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-10T10:10:37Z",
    "title_canon_sha256": "37dd319ca59f7782c1110b0683efe46bc5169081f92eee44a41fb6ebf9b75e1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.06368",
    "kind": "arxiv",
    "version": 4
  }
}