Pith Number

pith:ROPKJJG3

pith:2019:ROPKJJG3CBQJLV4ZU2UNDA4YTW

not attested not anchored not stored refs pending

Aleatoric and Epistemic Uncertainty in Machine Learning: An Introduction to Concepts and Methods

Eyke H\"ullermeier, Willem Waegeman

arxiv:1910.09457 v3 · 2019-10-21 · 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{ROPKJJG3CBQJLV4ZU2UNDA4YTW}

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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

Uncertainty in Physics and AI: Taxonomy, Quantification, and Validation

Receipt and verification

First computed	2026-07-05T02:51:53.279772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b9ea4a4db106095d799a6a8d183989d9264f392f1745dda3c1a37e644c04ab4

Aliases

arxiv: 1910.09457 · arxiv_version: 1910.09457v3 · doi: 10.48550/arxiv.1910.09457 · pith_short_12: ROPKJJG3CBQJ · pith_short_16: ROPKJJG3CBQJLV4Z · pith_short_8: ROPKJJG3

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/ROPKJJG3CBQJLV4ZU2UNDA4YTW \
  | 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: 8b9ea4a4db106095d799a6a8d183989d9264f392f1745dda3c1a37e644c04ab4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0dac55597794864acb17384ba77e096ab4235f5d3ce32880ec797215ee5292f4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-21T15:41:28Z",
    "title_canon_sha256": "68070bd951b47edb4b2c5282d33aa0924172bd62eb59b2aa51a59cf911464ffe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.09457",
    "kind": "arxiv",
    "version": 3
  }
}