Pith Number

pith:MGL4MUEE

pith:2024:MGL4MUEEEGQYQK36NZ4HJXZRHT

not attested not anchored not stored refs pending

Optimizing Calibration by Gaining Aware of Prediction Correctness

James Zou, Lei Wang, Liang Zheng, Yuchi Liu, Yuli Zou

arxiv:2404.13016 v3 · 2024-04-19 · cs.CV · cs.LG · 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{MGL4MUEEEGQYQK36NZ4HJXZRHT}

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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

Bandwidth Selection in Kernel Density Estimation for Model Calibration

Receipt and verification

First computed	2026-07-05T10:12:59.837400Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6197c6508421a1882b7e6e7874df313cd67c698e44952f2bf430129cc5021d0d

Aliases

arxiv: 2404.13016 · arxiv_version: 2404.13016v3 · doi: 10.48550/arxiv.2404.13016 · pith_short_12: MGL4MUEEEGQY · pith_short_16: MGL4MUEEEGQYQK36 · pith_short_8: MGL4MUEE

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/MGL4MUEEEGQYQK36NZ4HJXZRHT \
  | 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: 6197c6508421a1882b7e6e7874df313cd67c698e44952f2bf430129cc5021d0d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a5cd26070a9e6e0bf2f28c0167c22c761fce670440a98611199d158cdb3a450",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-04-19T17:25:43Z",
    "title_canon_sha256": "efb7b3d2179076bed6c7a826552fc18a4c333d571616504e22259d29fa783eab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.13016",
    "kind": "arxiv",
    "version": 3
  }
}