Pith Number

pith:7K2GML77

pith:2020:7K2GML777MW2R2NURNWF7JZLHV

not attested not anchored not stored refs pending

Maximum likelihood estimation and uncertainty quantification for Gaussian process approximation of deterministic functions

Chris J. Oates, Filip Tronarp, George Wynne, Simo S\"arkk\"a, Toni Karvonen

arxiv:2001.10965 v3 · 2020-01-29 · math.ST · cs.NA · math.NA · stat.ML · 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{7K2GML777MW2R2NURNWF7JZLHV}

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

1 paper in Pith

A Unified Risk View of Uncertainty: Posterior Risk for Disentanglement and Evaluation Beyond Proxies

Receipt and verification

First computed	2026-07-05T01:01:56.761817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fab4662ffffb2da8e9b48b6c5fa72b3d724d8633a46e2d38ec9a222d3b57940a

Aliases

arxiv: 2001.10965 · arxiv_version: 2001.10965v3 · doi: 10.48550/arxiv.2001.10965 · pith_short_12: 7K2GML777MW2 · pith_short_16: 7K2GML777MW2R2NU · pith_short_8: 7K2GML77

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/7K2GML777MW2R2NURNWF7JZLHV \
  | 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: fab4662ffffb2da8e9b48b6c5fa72b3d724d8633a46e2d38ec9a222d3b57940a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd70d0fb4c2efd140445b10ba9e2ed466fd60225e880bb95ed52e60226128e39",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2020-01-29T17:20:21Z",
    "title_canon_sha256": "867f54df6cb1dd44b11c3630b188191d97495837d7e4f8774fa735abfb31d20f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.10965",
    "kind": "arxiv",
    "version": 3
  }
}