Pith. sign in
Pith Number

pith:IBNVQ4ZB

pith:2025:IBNVQ4ZBYNHOVXM6XYOKXABXB6
not attested not anchored not stored refs pending

Constrained Bayesian Optimization under Bivariate Gaussian Process with Application to Cure Process Optimization

Gang Li, Madhura Limaye, Qiong Zhang, Yezhuo Li

arxiv:2506.00174 v1 · 2025-05-30 · stat.CO · stat.AP · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{IBNVQ4ZBYNHOVXM6XYOKXABXB6}

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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.
Receipt and verification
First computed 2026-07-05T11:13:30.232149Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

405b587321c34eeadd9ebe1cab80370f87fba5f97b9c705c8cb79475332f74be

Aliases

arxiv: 2506.00174 · arxiv_version: 2506.00174v1 · doi: 10.48550/arxiv.2506.00174 · pith_short_12: IBNVQ4ZBYNHO · pith_short_16: IBNVQ4ZBYNHOVXM6 · pith_short_8: IBNVQ4ZB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IBNVQ4ZBYNHOVXM6XYOKXABXB6 \
  | 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: 405b587321c34eeadd9ebe1cab80370f87fba5f97b9c705c8cb79475332f74be
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "57dfa237ef2d7f01678c2716bde936a1c22a24e05f9b6985729a4a07f5021b05",
    "cross_cats_sorted": [
      "stat.AP",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.CO",
    "submitted_at": "2025-05-30T19:24:54Z",
    "title_canon_sha256": "6d960f6f56cc5e1474a04fcbd88cae6918addfa7ea2658f4967f59fcb4e0511a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.00174",
    "kind": "arxiv",
    "version": 1
  }
}