Pith Number

pith:UGJJQVVG

pith:2025:UGJJQVVGLM2KAPUN6GKGF42U6E

not attested not anchored not stored refs pending

Exploring Exploration in Bayesian Optimization

Leonard Papenmeier, Luigi Nardi, Nuojin Cheng, Stephen Becker

arxiv:2502.08208 v1 · 2025-02-12 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UGJJQVVGLM2KAPUN6GKGF42U6E}

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

Understanding High-Dimensional Bayesian Optimization

Receipt and verification

First computed	2026-05-17T23:39:01.517096Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1929856a65b34a03e8df19462f354f136bea2dd65975a514a2522385d85de05

Aliases

arxiv: 2502.08208 · arxiv_version: 2502.08208v1 · doi: 10.48550/arxiv.2502.08208 · pith_short_12: UGJJQVVGLM2K · pith_short_16: UGJJQVVGLM2KAPUN · pith_short_8: UGJJQVVG

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/UGJJQVVGLM2KAPUN6GKGF42U6E \
  | 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: a1929856a65b34a03e8df19462f354f136bea2dd65975a514a2522385d85de05

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "610df38ba8c0a687d79299a8ff48fbf3747ebd4c1592ef17fab545ac16bc8e0f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-12T08:38:37Z",
    "title_canon_sha256": "9d04efa3a105f637caf0283103c0304482f88a6dfad15224e548450e947c3047"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08208",
    "kind": "arxiv",
    "version": 1
  }
}