Pith Number

pith:YFSWNTUJ

pith:2024:YFSWNTUJWQVPIIPSA3CCZBIINU

not attested not anchored not stored refs pending

Consistency-Guided Temperature Scaling Using Style and Content Information for Out-of-Domain Calibration

Dong-Jun Han, Jaekyun Moon, Jungwuk Park, Wonjeong Choi, Younghyun Park

arxiv:2402.15019 v1 · 2024-02-22 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YFSWNTUJWQVPIIPSA3CCZBIINU}

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

The Paradox of Stochasticity: Limited Creativity and Computational Decoupling in Temperature-Varied LLM Outputs of Structured Fictional Data

Receipt and verification

First computed	2026-07-05T07:48:20.978381Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c16566ce89b42af421f206c42c85086d345b5b0e4cdc69e850fb4e75406472f1

Aliases

arxiv: 2402.15019 · arxiv_version: 2402.15019v1 · doi: 10.48550/arxiv.2402.15019 · pith_short_12: YFSWNTUJWQVP · pith_short_16: YFSWNTUJWQVPIIPS · pith_short_8: YFSWNTUJ

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/YFSWNTUJWQVPIIPSA3CCZBIINU \
  | 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: c16566ce89b42af421f206c42c85086d345b5b0e4cdc69e850fb4e75406472f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "907c92f625667c277d2c2bdd72a8a90f32c5cdfd8c79f39683b91d9a16f63dd8",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-22T23:36:18Z",
    "title_canon_sha256": "99b775825b5b5f1974ae1ddb134ef0657239854dbbf3fa0d6af07cb43e603428"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15019",
    "kind": "arxiv",
    "version": 1
  }
}