Pith Number

pith:LAPZDXCA

pith:2024:LAPZDXCA3KNO5JMQWTSAER2DFT

not attested not anchored not stored refs pending

Fast, Precise Thompson Sampling for Bayesian Optimization

David Sweet

arxiv:2411.17071 v2 · 2024-11-26 · stat.ML · 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{LAPZDXCA3KNO5JMQWTSAER2DFT}

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	2026-07-05T09:41:46.888817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

581f91dc40da9aeea590b4e40247432cce81f218145e5e871a35883e14d50750

Aliases

arxiv: 2411.17071 · arxiv_version: 2411.17071v2 · doi: 10.48550/arxiv.2411.17071 · pith_short_12: LAPZDXCA3KNO · pith_short_16: LAPZDXCA3KNO5JMQ · pith_short_8: LAPZDXCA

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/LAPZDXCA3KNO5JMQWTSAER2DFT \
  | 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: 581f91dc40da9aeea590b4e40247432cce81f218145e5e871a35883e14d50750

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebadfab67ce00eb66c428638ceffb5a91de9ad5289e8d87e39c68f579d7f6b3a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-11-26T03:14:38Z",
    "title_canon_sha256": "722109318c5e0c49e022351a48cce49bc4160872c95b0f14d01f2eeb5f7d9020"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17071",
    "kind": "arxiv",
    "version": 2
  }
}