Pith Number

pith:H2N5VLHM

pith:2024:H2N5VLHM7U2R7H7YA6JR5UNGAK

not attested not anchored not stored refs pending

Robust Federated Finetuning of Foundation Models via Alternating Minimization of LoRA

Ashish Khisti, Hardik Dalal, Shuangyi Chen, Yue Ju, Zhongwen Zhu

arxiv:2409.02346 v1 · 2024-09-04 · cs.LG · cs.DC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H2N5VLHM7U2R7H7YA6JR5UNGAK}

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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

2 papers in Pith

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

Rethinking LoRA for Privacy-Preserving Federated Learning in Large Models

Receipt and verification

First computed	2026-07-05T09:02:45.984991Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e9bdaacecfd351f9ff807931ed1a602890cd312ad1814ef4a612f477cbbd0a3

Aliases

arxiv: 2409.02346 · arxiv_version: 2409.02346v1 · doi: 10.48550/arxiv.2409.02346 · pith_short_12: H2N5VLHM7U2R · pith_short_16: H2N5VLHM7U2R7H7Y · pith_short_8: H2N5VLHM

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/H2N5VLHM7U2R7H7YA6JR5UNGAK \
  | 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: 3e9bdaacecfd351f9ff807931ed1a602890cd312ad1814ef4a612f477cbbd0a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ac5a46cbd00ce32f890a5fa09efbaa348350e88adab15a02f35d1bbd46013ca",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-04T00:20:55Z",
    "title_canon_sha256": "60b772ed2779ffe856e4f32e8323d227c111ca81d772d4c8b51d90c424585f7c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.02346",
    "kind": "arxiv",
    "version": 1
  }
}