Pith Number

pith:QJY64GQM

pith:2024:QJY64GQMIO5L32RKQX3PPQBSY5

not attested not anchored not stored refs pending

When are Foundation Models Effective? Understanding the Suitability for Pixel-Level Classification Using Multispectral Imagery

Kangyang Chai, Ruichen Wang, Ruohan Li, Sergii Skakun, Weiye Chen, Xiaowei Jia, Yanhua Li, Yiqun Xie, Zhihao Wang, Zhili Li

arxiv:2404.11797 v1 · 2024-04-17 · cs.CV · cs.AI · 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{QJY64GQMIO5L32RKQX3PPQBSY5}

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

Physics-Guided Foundation Model for Scientific Discovery: An Application to Aquatic Science

Receipt and verification

First computed	2026-07-05T08:09:16.071557Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8271ee1a0c43babdea2a85f6f7c032c776171ad6c5b14303edd48ba653a0026c

Aliases

arxiv: 2404.11797 · arxiv_version: 2404.11797v1 · doi: 10.48550/arxiv.2404.11797 · pith_short_12: QJY64GQMIO5L · pith_short_16: QJY64GQMIO5L32RK · pith_short_8: QJY64GQM

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/QJY64GQMIO5L32RKQX3PPQBSY5 \
  | 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: 8271ee1a0c43babdea2a85f6f7c032c776171ad6c5b14303edd48ba653a0026c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a82bb585a986f8f844b732e86d706c6c84889fc436652424d3c300279d37c1be",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-04-17T23:30:48Z",
    "title_canon_sha256": "9c968058f2c97949a736dbdbc7c80eb19bfc00ff2146f6f39066a05575ca0829"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.11797",
    "kind": "arxiv",
    "version": 1
  }
}