Pith Number

pith:PKNWSBJK

pith:2024:PKNWSBJKNDH3SRNNTWEVSAJWT5

not attested not anchored not stored refs pending

Gearing Gaussian process modeling and sequential design towards stochastic simulators

Abby Stevens (ANL), Arindam Fadikar (ANL), Mickael Binois (Acumes)

arxiv:2412.07306 v1 · 2024-12-10 · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PKNWSBJKNDH3SRNNTWEVSAJWT5}

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.

Receipt and verification

First computed	2026-07-05T09:47:07.828753Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a9b69052a68cfb945ad9d895901369f58b22fcf11b9fe0042669cfb74ec745d

Aliases

arxiv: 2412.07306 · arxiv_version: 2412.07306v1 · doi: 10.48550/arxiv.2412.07306 · pith_short_12: PKNWSBJKNDH3 · pith_short_16: PKNWSBJKNDH3SRNN · pith_short_8: PKNWSBJK

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/PKNWSBJKNDH3SRNNTWEVSAJWT5 \
  | 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: 7a9b69052a68cfb945ad9d895901369f58b22fcf11b9fe0042669cfb74ec745d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12474f0c92a14f54ce41a276f150b4148599ff05e3a43909b883cc678837ad20",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-12-10T08:37:48Z",
    "title_canon_sha256": "03dbbf183d86439fd9ce6d7e877f0e23396354e2e660d6ae56c9ad95412e098e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07306",
    "kind": "arxiv",
    "version": 1
  }
}