Pith Number

pith:GGPSIDEL

pith:2023:GGPSIDEL3LHVQSTFNUCESAVOWU

not attested not anchored not stored refs pending

Delta-LoRA: Fine-Tuning High-Rank Parameters with the Delta of Low-Rank Matrices

Bojia Zi, Jianan Wang, Kam-Fai Wong, Lei Zhang, Lingzhi Wang, Xianbiao Qi

arxiv:2309.02411 v1 · 2023-09-05 · cs.LG

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\usepackage{pith}
\pithnumber{GGPSIDEL3LHVQSTFNUCESAVOWU}

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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

8 papers in Pith

EPTS: Elastic Post-Training Sparsity for Efficient Large Language Model Compression

The Hidden Power of Scaling Factor in LoRA Optimization

EinSort: Sorting is All We Need for Tensorizing LLM

NP-LoRA: Null Space Projection for Subject-Style LoRA Fusion

MLorc: Momentum Low-rank Compression for Memory Efficient Large Language Model Adaptation

Receipt and verification

First computed	2026-07-05T06:47:59.883996Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

319f240c8bdacf584a656d044902aeb5328edeb987bb92bd3fad643eedd1ca11

Aliases

arxiv: 2309.02411 · arxiv_version: 2309.02411v1 · doi: 10.48550/arxiv.2309.02411 · pith_short_12: GGPSIDEL3LHV · pith_short_16: GGPSIDEL3LHVQSTF · pith_short_8: GGPSIDEL

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/GGPSIDEL3LHVQSTFNUCESAVOWU \
  | 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: 319f240c8bdacf584a656d044902aeb5328edeb987bb92bd3fad643eedd1ca11

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a55f911b9b1b87caccb863f27009d7a580849a534f7bd263ddcfc17c21c1383f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-05T17:40:34Z",
    "title_canon_sha256": "ad9b597275ad9761fcc629fdc0ce83fca21a1516f9d2c2d72ec8df14587d81f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.02411",
    "kind": "arxiv",
    "version": 1
  }
}