Pith Number

pith:OIPV75YX

pith:2023:OIPV75YX7LB2N4SQUGDUSNIVRZ

not attested not anchored not stored refs pending

SLoRA: Federated Parameter Efficient Fine-Tuning of Language Models

Ahmed Roushdy Elkordy, Kee-Bong Song, Mostafa El-Khamy, Qingfeng Liu, Salman Avestimehr, Sara Babakniya, Yahya H. Ezzeldin

arxiv:2308.06522 v1 · 2023-08-12 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{OIPV75YX7LB2N4SQUGDUSNIVRZ}

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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

Amortizing Federated Adaptation: Hypernetwork Driven LoRA for Personalized Foundation Models

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

Concordia: Self-Improving Synthetic Tables for Federated LLMs

Understanding Communication Backends in Cross-Silo Federated Learning

Receipt and verification

First computed	2026-07-05T06:40:41.478747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

721f5ff717fac3a6f250a1874935158e7171e207f00081588ae546524f4af222

Aliases

arxiv: 2308.06522 · arxiv_version: 2308.06522v1 · doi: 10.48550/arxiv.2308.06522 · pith_short_12: OIPV75YX7LB2 · pith_short_16: OIPV75YX7LB2N4SQ · pith_short_8: OIPV75YX

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/OIPV75YX7LB2N4SQUGDUSNIVRZ \
  | 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: 721f5ff717fac3a6f250a1874935158e7171e207f00081588ae546524f4af222

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e38187fbc25b8c4c39563ac75d1f7e9b2a483ff49eec00724d767f2222e556bb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-12T10:33:57Z",
    "title_canon_sha256": "3dd981d0d266297ea60ea7c71c6232156a189aab48d89b1e520b01c91387b0a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.06522",
    "kind": "arxiv",
    "version": 1
  }
}