Pith Number

pith:V2XFIKL2

pith:2024:V2XFIKL223T47ZSEJY6C2GSKPL

not attested not anchored not stored refs pending

A Novel Adaptive Fine-Tuning Algorithm for Multimodal Models: Self-Optimizing Classification and Selection of High-Quality Datasets in Remote Sensing

Chenbin Liang, Chenhao Qin, Licheng Jiao, Tianyi Zhang, Weibin Li, Wenbo Ji, Yi Ren, Zhixiong Han, Zhiyang Wang

arxiv:2409.13345 v1 · 2024-09-20 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V2XFIKL223T47ZSEJY6C2GSKPL}

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.

Receipt and verification

First computed	2026-07-05T09:09:33.505879Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aeae54297ad6e7cfe6444e3c2d1a4a7aff5caf045a34c7de5d1b5541f4b28aff

Aliases

arxiv: 2409.13345 · arxiv_version: 2409.13345v1 · doi: 10.48550/arxiv.2409.13345 · pith_short_12: V2XFIKL223T4 · pith_short_16: V2XFIKL223T47ZSE · pith_short_8: V2XFIKL2

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/V2XFIKL223T47ZSEJY6C2GSKPL \
  | 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: aeae54297ad6e7cfe6444e3c2d1a4a7aff5caf045a34c7de5d1b5541f4b28aff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9be3dc19731cfb66097ac7e19c1ba543a2727969db1f30ace8459f376f95412c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-09-20T09:19:46Z",
    "title_canon_sha256": "00b9fa83b4f5092786afb95799a633b12d28043913a5dc080950216926040ac2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.13345",
    "kind": "arxiv",
    "version": 1
  }
}