Pith Number

pith:S3XSSN34

pith:2012:S3XSSN34UI2SK4KOMG5TS6UEAX

not attested not anchored not stored refs pending

Gaussian Process Quantile Regression using Expectation Propagation

Alexis Boukouvalas (Aston University), Dan Cornford (Aston University), Remi Barillec (Aston University)

arxiv:1206.6391 v1 · 2012-06-27 · stat.ME · cs.LG · stat.AP

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\usepackage{pith}
\pithnumber{S3XSSN34UI2SK4KOMG5TS6UEAX}

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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

Laplace Approximations for Mixed-Effects and Gaussian Process Quantile Regression

Receipt and verification

First computed	2026-05-18T03:52:14.506574Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96ef29377ca23525714e61bb397a8405c26dcf484476e27f2f12131f625560c2

Aliases

arxiv: 1206.6391 · arxiv_version: 1206.6391v1 · doi: 10.48550/arxiv.1206.6391 · pith_short_12: S3XSSN34UI2S · pith_short_16: S3XSSN34UI2SK4KO · pith_short_8: S3XSSN34

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/S3XSSN34UI2SK4KOMG5TS6UEAX \
  | 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: 96ef29377ca23525714e61bb397a8405c26dcf484476e27f2f12131f625560c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "910f90181674844c5ee4f0b221b80bf18abb3e5bb6469df862abf58f7ddd4247",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.AP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2012-06-27T19:59:59Z",
    "title_canon_sha256": "dd58d1f3c193cc2aec4466ce91437da3680a56d56b7dbd7b40895c180c32cef9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1206.6391",
    "kind": "arxiv",
    "version": 1
  }
}