Pith Number

pith:SOGF545J

pith:2020:SOGF545JGRFI2GMNVHXORGSI67

not attested not anchored not stored refs pending

A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with Skew Gaussian Processes

Alessio Benavoli, Dario Azzimonti, Dario Piga

arxiv:2012.06846 v2 · 2020-12-12 · stat.ML · cs.LG · math.ST · 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{SOGF545JGRFI2GMNVHXORGSI67}

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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	2026-07-05T02:10:07.515702Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

938c5ef3a9344a8d198da9eee89a48f7d2c074d3b1ed976931a78a5be7e69759

Aliases

arxiv: 2012.06846 · arxiv_version: 2012.06846v2 · doi: 10.48550/arxiv.2012.06846 · pith_short_12: SOGF545JGRFI · pith_short_16: SOGF545JGRFI2GMN · pith_short_8: SOGF545J

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/SOGF545JGRFI2GMNVHXORGSI67 \
  | 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: 938c5ef3a9344a8d198da9eee89a48f7d2c074d3b1ed976931a78a5be7e69759

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e34c9d7e68ccf231b305d0545c1f59840df9fc6ecc68644e8b36a18c633ab07d",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-12-12T15:58:16Z",
    "title_canon_sha256": "557fe0c170f0b97781ce271aad36b6c527339eec0ea2f832110b2498f4ee76c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.06846",
    "kind": "arxiv",
    "version": 2
  }
}