Pith Number

pith:P2BPKNWT

pith:2025:P2BPKNWT6AR2L6NJFYEDBUOIZ6

not attested not anchored not stored refs pending

Parametric Scaling Law of Tuning Bias in Conformal Prediction

Bingyi Jing, Hao Zeng, Hongxin Wei, Kangdao Liu

arxiv:2502.03023 v2 · 2025-02-05 · cs.LG · math.ST · stat.ME · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P2BPKNWT6AR2L6NJFYEDBUOIZ6}

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	2026-07-05T11:34:47.063670Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e82f536d3f023a5f9a92e0830d1c8cf9164befa7df792e8f20aeb4d62a92779

Aliases

arxiv: 2502.03023 · arxiv_version: 2502.03023v2 · doi: 10.48550/arxiv.2502.03023 · pith_short_12: P2BPKNWT6AR2 · pith_short_16: P2BPKNWT6AR2L6NJ · pith_short_8: P2BPKNWT

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/P2BPKNWT6AR2L6NJFYEDBUOIZ6 \
  | 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: 7e82f536d3f023a5f9a92e0830d1c8cf9164befa7df792e8f20aeb4d62a92779

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d1fd17bc6cc48fb2f9d48e77d20675939da8207ecc460cb42f0f1d3e6f8b022",
    "cross_cats_sorted": [
      "math.ST",
      "stat.ME",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-05T09:26:47Z",
    "title_canon_sha256": "103d6b4b82799bd7411c427bdb3151bff5ca6aafe2f4dea215287f1516af8307"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03023",
    "kind": "arxiv",
    "version": 2
  }
}