Pith Number

pith:446POFOG

pith:2024:446POFOGFWPHOBCUBXA6ZRK7F3

not attested not anchored not stored refs pending

LoRA-SP: Streamlined Partial Parameter Adaptation for Resource-Efficient Fine-Tuning of Large Language Models

Penghao Liang, Shuning Huo, Yafei Xiang, Yichao Wu, Yulu Gong

arxiv:2403.08822 v1 · 2024-02-28 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{446POFOGFWPHOBCUBXA6ZRK7F3}

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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

RDP LoRA: Geometry-Driven Identification for Parameter-Efficient Adaptation in Large Language Models

Receipt and verification

First computed	2026-07-05T07:55:47.635472Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e73cf715c62d9e7704540dc1ecc55f2efd3b5ffa3b871c96eca89084f8fb8fff

Aliases

arxiv: 2403.08822 · arxiv_version: 2403.08822v1 · doi: 10.48550/arxiv.2403.08822 · pith_short_12: 446POFOGFWPH · pith_short_16: 446POFOGFWPHOBCU · pith_short_8: 446POFOG

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/446POFOGFWPHOBCUBXA6ZRK7F3 \
  | 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: e73cf715c62d9e7704540dc1ecc55f2efd3b5ffa3b871c96eca89084f8fb8fff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "332b0ee548f433a5f1cdf498cd14d5495b260bcf4d649035af94ffa045f5ebd3",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-28T06:50:10Z",
    "title_canon_sha256": "9731ea5ee8db38bc01415290e3826c1324acf47033ad0cb9e30ac87f04c32b18"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.08822",
    "kind": "arxiv",
    "version": 1
  }
}