pith. sign in
Pith Number

pith:3JTEAHZH

pith:2026:3JTEAHZHF66CMMILCM6PAMIOX6
not attested not anchored not stored refs pending

Regret-Based $(\epsilon,\delta)$-optimal Stopping Criteria for Bayesian Optimization

Haowei Wang, Jingyi Wang, Qiyu Wei

arxiv:2605.22561 v1 · 2026-05-21 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3JTEAHZHF66CMMILCM6PAMIOX6}

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 2026-05-22T01:04:57.522158Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

da66401f272fbc26310b133cf0310ebf8bb2f535e6986ba224eedb65908095f5

Aliases

arxiv: 2605.22561 · arxiv_version: 2605.22561v1 · doi: 10.48550/arxiv.2605.22561 · pith_short_12: 3JTEAHZHF66C · pith_short_16: 3JTEAHZHF66CMMIL · pith_short_8: 3JTEAHZH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3JTEAHZHF66CMMILCM6PAMIOX6 \
  | 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: da66401f272fbc26310b133cf0310ebf8bb2f535e6986ba224eedb65908095f5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1f4c730254a4caf4b889d88d74c7c16a4b3410810e2bdd78e54a68bd0ae20a37",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-21T14:42:31Z",
    "title_canon_sha256": "f82334b4f5b4c8ee3548b65b0876d625a9c0bb55e5453328bfbd9ec96e0e6830"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.22561",
    "kind": "arxiv",
    "version": 1
  }
}