Pith Number

pith:XXFKDILX

pith:2024:XXFKDILXXZ2ZDHWXSWQFY3RRNO

not attested not anchored not stored refs pending

Quantifying Aleatoric and Epistemic Uncertainty with Proper Scoring Rules

Eyke H\"ullermeier, Paul Hofman, Yusuf Sale

arxiv:2404.12215 v2 · 2024-04-18 · 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{XXFKDILXXZ2ZDHWXSWQFY3RRNO}

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

3 papers in Pith

The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing

Methods for Uncertainty Representation in Risk Management: A Comparative Review and Decision-Oriented Framework

Rethinking Uncertainty Estimation in LLMs: A Principled Single-Sequence Measure

Receipt and verification

First computed	2026-07-05T08:09:52.243545Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bdcaa1a177be75919ed795a05c6e316bb4898de99d4094550df263444df539b1

Aliases

arxiv: 2404.12215 · arxiv_version: 2404.12215v2 · doi: 10.48550/arxiv.2404.12215 · pith_short_12: XXFKDILXXZ2Z · pith_short_16: XXFKDILXXZ2ZDHWX · pith_short_8: XXFKDILX

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/XXFKDILXXZ2ZDHWXSWQFY3RRNO \
  | 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: bdcaa1a177be75919ed795a05c6e316bb4898de99d4094550df263444df539b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b870c11e9746be5bf32cde1a980276e12c03b01f7f82c199747c201a78a0a057",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-18T14:20:19Z",
    "title_canon_sha256": "d0f159b2de06c15d8d5efba1b4e689767bda7eb5b25ab779fcf448a4e21ffe11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12215",
    "kind": "arxiv",
    "version": 2
  }
}