Pith Number

pith:SIUTZ57D

pith:2024:SIUTZ57DZBHUBJ65G5P6HBLPQS

not attested not anchored not stored refs pending

An Empirical Study on Parameter-Efficient Fine-Tuning for MultiModal Large Language Models

Guangyao Zhu, Jeff Z. Pan, Jie He, V\'ictor Guti\'errez-Basulto, Xiongtao Zhou, Yuhua Ke

arxiv:2406.05130 v1 · 2024-06-07 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SIUTZ57DZBHUBJ65G5P6HBLPQS}

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

1 paper in Pith

Research on Driving Scenario Technology Based on Multimodal Large Lauguage Model Optimization

Receipt and verification

First computed	2026-07-05T08:28:54.810598Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92293cf7e3c84f40a7dd375fe3856f84a173cc00f6d3ada53149a246a7669500

Aliases

arxiv: 2406.05130 · arxiv_version: 2406.05130v1 · doi: 10.48550/arxiv.2406.05130 · pith_short_12: SIUTZ57DZBHU · pith_short_16: SIUTZ57DZBHUBJ65 · pith_short_8: SIUTZ57D

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/SIUTZ57DZBHUBJ65G5P6HBLPQS \
  | 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: 92293cf7e3c84f40a7dd375fe3856f84a173cc00f6d3ada53149a246a7669500

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96c0c05203fb8f9d22f9535b6a68e272a7f4f16e3fb0871b45dbe7dfd4a5fbdf",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-07T17:58:11Z",
    "title_canon_sha256": "78d4a27551f18003e0f9ce611042562e5c28b0d1b2cc19413722f94d9cca5522"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.05130",
    "kind": "arxiv",
    "version": 1
  }
}