Pith Number

pith:ZKTBF3HT

pith:2025:ZKTBF3HTEVQYLIKGRCF4XQLOMK

not attested not anchored not stored refs pending

Look Within or Look Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning

Daling Wang, Ercong Nie, Hinrich Sch\"utze, Qian Li, Shi Feng, Xingle Xu, Yongkang Liu, Zijing Wang

arxiv:2505.22355 v1 · 2025-05-28 · 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{ZKTBF3HTEVQYLIKGRCF4XQLOMK}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

SMoA: Spectrum Modulation Adapter for Parameter-Efficient Fine-Tuning

ChunkFT: Byte-Streamed Optimization for Memory-Efficient Full Fine-Tuning

Receipt and verification

First computed	2026-07-05T11:11:13.795842Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

caa612ecf3256185a146888bcbc16e62a53d5045b5157156d645b6946bdd9dca

Aliases

arxiv: 2505.22355 · arxiv_version: 2505.22355v1 · doi: 10.48550/arxiv.2505.22355 · pith_short_12: ZKTBF3HTEVQY · pith_short_16: ZKTBF3HTEVQYLIKG · pith_short_8: ZKTBF3HT

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/ZKTBF3HTEVQYLIKGRCF4XQLOMK \
  | 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: caa612ecf3256185a146888bcbc16e62a53d5045b5157156d645b6946bdd9dca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01e8a36e51444b27ce5e695e17e175dd3f2c6f77bef123e4ca3cb658e747492c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-28T13:35:12Z",
    "title_canon_sha256": "7b53abaf387a06e2afcf834b8c35a8ae70ae69ca6dfb658d55fa934d49743bec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22355",
    "kind": "arxiv",
    "version": 1
  }
}