Pith Number

pith:XSTF6SAD

pith:2024:XSTF6SADQJMOICJ5BHOSFTLMAX

not attested not anchored not stored refs pending

BoFire: Bayesian Optimization Framework Intended for Real Experiments

Aaron Osburg, Behrang Shafei, Benjamin Schiller, Chrysoula Kappatou, David Walz, Dominik Linzner, Gabriel Mancino-Ball, Johanna Kleinekorte, Johannes P. D\"urholt, Julian Keupp, Niklas Wulkow, Robert M. Lee, Rosona Eldred, Ruth Misener, Simon Sung, Thomas S. Asche, Toby Boyne, Wagner Steuer Costa

arxiv:2408.05040 v1 · 2024-08-09 · cs.LG · 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{XSTF6SADQJMOICJ5BHOSFTLMAX}

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

2 papers in Pith

CARE: Controlling LLM-Generated Policies through Auditable Review of Evidence in Scientific Experimentation

Receipt and verification

First computed	2026-07-05T08:53:55.843750Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bca65f48038258e4093d09dd22cd6c05ddc8dee8e3216f09f93d1b9724844372

Aliases

arxiv: 2408.05040 · arxiv_version: 2408.05040v1 · doi: 10.48550/arxiv.2408.05040 · pith_short_12: XSTF6SADQJMO · pith_short_16: XSTF6SADQJMOICJ5 · pith_short_8: XSTF6SAD

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/XSTF6SADQJMOICJ5BHOSFTLMAX \
  | 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: bca65f48038258e4093d09dd22cd6c05ddc8dee8e3216f09f93d1b9724844372

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "82769fa04d4e074325a00106e1e185babfc7dc2cb50b8da6a72df9e046917b5d",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-09T12:50:48Z",
    "title_canon_sha256": "d572f2eaf98dc1e2306edf3dfdaf9ce66f1059ba7b96aff287e8d8da8c94c3b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.05040",
    "kind": "arxiv",
    "version": 1
  }
}