Pith Number

pith:GZNJQ2JN

pith:2022:GZNJQ2JNZV2ILO66X6DRUNNRVD

not attested not anchored not stored refs pending

Approximate Bayesian Neural Operators: Uncertainty Quantification for Parametric PDEs

Emilia Magnani, Lorenzo Rosasco, Nicholas Kr\"amer, Philipp Hennig, Runa Eschenhagen

arxiv:2208.01565 v1 · 2022-08-02 · cs.LG · cs.NA · math.NA

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GZNJQ2JNZV2ILO66X6DRUNNRVD}

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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

3 papers in Pith

Neural Operator Processes for Probabilistic Operator Learning under Partial Observations

Geometry-Aware Post-Hoc Uncertainty Quantification in Operator Learning

Operator learning for the 2D incompressible Navier-Stokes equations: a conformal prediction approach in the data-scarce regime

Receipt and verification

First computed	2026-07-05T04:45:35.070867Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

365a98692dcd7485bbdebf871a35b1a8fecd8d22fdfec36862d86c3c52c2cb5a

Aliases

arxiv: 2208.01565 · arxiv_version: 2208.01565v1 · doi: 10.48550/arxiv.2208.01565 · pith_short_12: GZNJQ2JNZV2I · pith_short_16: GZNJQ2JNZV2ILO66 · pith_short_8: GZNJQ2JN

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/GZNJQ2JNZV2ILO66X6DRUNNRVD \
  | 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: 365a98692dcd7485bbdebf871a35b1a8fecd8d22fdfec36862d86c3c52c2cb5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd11e6c44b547465d01baa7bb7165087d762a93e839fca3fbab938e306f86905",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-02T16:10:27Z",
    "title_canon_sha256": "5ce98c8a7a58f3c0fd3c47e3be2f1a9a454b0a10252df29dbad3a67b16d88f6c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.01565",
    "kind": "arxiv",
    "version": 1
  }
}