Pith Number

pith:FUHUURV5

pith:2024:FUHUURV5UCZ6WHAT3OCG2IOJJL

not attested not anchored not stored refs pending

Communication-Efficient and Tensorized Federated Fine-Tuning of Large Language Models

Mahnoosh Alizadeh, Ramtin Pedarsani, Sajjad Ghiasvand, Yifan Yang, Zheng Zhang, Zhiyu Xue

arxiv:2410.13097 v2 · 2024-10-16 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{FUHUURV5UCZ6WHAT3OCG2IOJJL}

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Record completeness

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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

1 paper in Pith

Decentralized Low-Rank Fine-Tuning of Large Language Models

Receipt and verification

First computed	2026-07-05T11:13:14.314109Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d0f4a46bda0b3eb1c13db846d21c94afd160b8ce22142806774d755cdd29da1

Aliases

arxiv: 2410.13097 · arxiv_version: 2410.13097v2 · doi: 10.48550/arxiv.2410.13097 · pith_short_12: FUHUURV5UCZ6 · pith_short_16: FUHUURV5UCZ6WHAT · pith_short_8: FUHUURV5

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/FUHUURV5UCZ6WHAT3OCG2IOJJL \
  | 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: 2d0f4a46bda0b3eb1c13db846d21c94afd160b8ce22142806774d755cdd29da1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a62ec8d155ea434688ca0e3a9e6fcd92d8fcce810875275e3d1a92b620b44d1",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-16T23:50:39Z",
    "title_canon_sha256": "ef05572ccce288fa687c31252f8e02650026fde6ff1a654232aedf8d68ac999c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.13097",
    "kind": "arxiv",
    "version": 2
  }
}