Pith Number

pith:CRS7JKYE

pith:2023:CRS7JKYECCAVD5VDVYPQMNUS3G

not attested not anchored not stored refs pending

Accurate, scalable, and efficient Bayesian optimal experimental design with derivative-informed neural operators

Jinwoo Go, Peng Chen

arxiv:2312.14810 v4 · 2023-12-22 · cs.CE · math.OC · stat.ME

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CRS7JKYECCAVD5VDVYPQMNUS3G}

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

LazyDINO: Fast, scalable, and efficiently amortized Bayesian inversion via structure-exploiting and surrogate-driven measure transport

Receipt and verification

First computed	2026-07-05T09:04:31.056229Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1465f4ab04108151f6a3ae1f063692d9b6297f0169c30dafa068e909d0c11f89

Aliases

arxiv: 2312.14810 · arxiv_version: 2312.14810v4 · doi: 10.48550/arxiv.2312.14810 · pith_short_12: CRS7JKYECCAV · pith_short_16: CRS7JKYECCAVD5VD · pith_short_8: CRS7JKYE

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/CRS7JKYECCAVD5VDVYPQMNUS3G \
  | 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: 1465f4ab04108151f6a3ae1f063692d9b6297f0169c30dafa068e909d0c11f89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2f377f0e329d766e5364b15e838409ffb8c6d9da7dcfaee662d0eded8256c7d",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2023-12-22T16:32:51Z",
    "title_canon_sha256": "d701a21522ab53ca15e0c05c059ccf95a68ca5cf37b8080c447471f26f083455"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.14810",
    "kind": "arxiv",
    "version": 4
  }
}