Pith Number

pith:GPUN3ELT

pith:2025:GPUN3ELTCI7YSYVMNMQVJEEUSA

not attested not anchored not stored refs pending

Few-Shot Optimization for Sensor Data Using Large Language Models: A Case Study on Fatigue Detection

Elsen Ronando, Sozo Inoue

arxiv:2505.18754 v1 · 2025-05-24 · cs.CL · 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{GPUN3ELTCI7YSYVMNMQVJEEUSA}

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	2026-07-05T11:12:33.259912Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33e8dd9173123f8962ac6b21549094901896ab53788290df7e304cddb63d2373

Aliases

arxiv: 2505.18754 · arxiv_version: 2505.18754v1 · doi: 10.48550/arxiv.2505.18754 · pith_short_12: GPUN3ELTCI7Y · pith_short_16: GPUN3ELTCI7YSYVM · pith_short_8: GPUN3ELT

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/GPUN3ELTCI7YSYVMNMQVJEEUSA \
  | 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: 33e8dd9173123f8962ac6b21549094901896ab53788290df7e304cddb63d2373

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2539ffd9ef8589dbafe557a5d1fc4ead1d663bc39f5ab5578d407a89ed672142",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-24T15:43:25Z",
    "title_canon_sha256": "26fc00b072d62d1da1cb6a8079df99e5433827f39706fe5059a125c8152308ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18754",
    "kind": "arxiv",
    "version": 1
  }
}