Pith Number

pith:LZHXRTPQ

pith:2024:LZHXRTPQFTEKHUIODTK6ZU33WA

not attested not anchored not stored refs pending

Flat-LoRA: Low-Rank Adaptation over a Flat Loss Landscape

Lifeng Shang, Tao Li, Xiaolin Huang, Yasheng Wang, Yujun Li, Zhengbao He

arxiv:2409.14396 v2 · 2024-09-22 · 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{LZHXRTPQFTEKHUIODTK6ZU33WA}

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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

The Hidden Power of Scaling Factor in LoRA Optimization

5% > 100%: Flatness Preference is All You Need for Multimodal Parameter-Efficient Fine-Tuning

Beyond Perplexity: A Geometric and Spectral Study of Low-Rank Pre-Training

GAIN: Multiplicative Modulation for Domain Adaptation

Receipt and verification

First computed	2026-07-05T11:09:00.569312Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e4f78cdf02cc8a3d10e1cd5ecd37bb00bfe53521c2cc588f1807082228cfa1b

Aliases

arxiv: 2409.14396 · arxiv_version: 2409.14396v2 · doi: 10.48550/arxiv.2409.14396 · pith_short_12: LZHXRTPQFTEK · pith_short_16: LZHXRTPQFTEKHUIO · pith_short_8: LZHXRTPQ

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/LZHXRTPQFTEKHUIODTK6ZU33WA \
  | 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: 5e4f78cdf02cc8a3d10e1cd5ecd37bb00bfe53521c2cc588f1807082228cfa1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7616a205e5d11f23f597b195636fded87f384d9dc183a99bcaabc264bc4181d7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-22T11:24:10Z",
    "title_canon_sha256": "3a7400e818fd31700a745d29f2dcb4930a1b87133e7e0875e7eb0f8c5410914b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.14396",
    "kind": "arxiv",
    "version": 2
  }
}