Pith Number

pith:QHRN43O4

pith:2020:QHRN43O4FOQTGPLYZ6KEL6QOSJ

not attested not anchored not stored refs pending

Preferential Bayesian optimisation with Skew Gaussian Processes

Alessio Benavoli, Dario Azzimonti, Dario Piga

arxiv:2008.06677 v3 · 2020-08-15 · cs.LG · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QHRN43O4FOQTGPLYZ6KEL6QOSJ}

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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

2 papers in Pith

Model selection with proper scoring rules on data sets of time series: prefer the mean scaled score

End-to-end probabilistic hierarchical forecasting of large hierarchies via probabilistic top-down

Receipt and verification

First computed	2026-07-05T02:28:17.684299Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81e2de6ddc2ba1333d78cf9445fa0e925fc20477b1109c741ab7e64085376074

Aliases

arxiv: 2008.06677 · arxiv_version: 2008.06677v3 · doi: 10.48550/arxiv.2008.06677 · pith_short_12: QHRN43O4FOQT · pith_short_16: QHRN43O4FOQTGPLY · pith_short_8: QHRN43O4

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/QHRN43O4FOQTGPLYZ6KEL6QOSJ \
  | 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: 81e2de6ddc2ba1333d78cf9445fa0e925fc20477b1109c741ab7e64085376074

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12464d04032f1ecf5184cebe1b6ceeaaff5efbda8c39fa133c784867155b12f7",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-08-15T08:23:17Z",
    "title_canon_sha256": "edf6c274016c532029c3a8ff4175cb67c4d301eda057912e2f2a5f5d7064a549"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.06677",
    "kind": "arxiv",
    "version": 3
  }
}