Pith Number

pith:PI4S6HSV

pith:2025:PI4S6HSVY65LK5BOGBUCZN3OBO

not attested not anchored not stored refs pending

Decentralized Low-Rank Fine-Tuning of Large Language Models

Mahnoosh Alizadeh, Ramtin Pedarsani, Sajjad Ghiasvand

arxiv:2501.15361 v5 · 2025-01-26 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PI4S6HSVY65LK5BOGBUCZN3OBO}

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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

1 paper in Pith

Priority-Aware Learning-Unlearning Correction for Dynamic Decentralized LoRA Fine-Tuning

Receipt and verification

First computed	2026-07-05T11:57:19.980870Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a392f1e55c7bab5742e30682cb76e0bbc9123a97499b999ac647f60b3660d36

Aliases

arxiv: 2501.15361 · arxiv_version: 2501.15361v5 · doi: 10.48550/arxiv.2501.15361 · pith_short_12: PI4S6HSVY65L · pith_short_16: PI4S6HSVY65LK5BO · pith_short_8: PI4S6HSV

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/PI4S6HSVY65LK5BOGBUCZN3OBO \
  | 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: 7a392f1e55c7bab5742e30682cb76e0bbc9123a97499b999ac647f60b3660d36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e10206a84beeae0f7972d8a6d2b7dacdcaab671529af55d5f15632b5be3ae0ce",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-26T01:56:25Z",
    "title_canon_sha256": "9770b7696e1924cabcfcd8f7266d78d917ede64ae9b7ec97e7b24b3ff05934ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15361",
    "kind": "arxiv",
    "version": 5
  }
}