Pith Number

pith:NBCYAK3T

pith:2016:NBCYAK3TD3G6VEF73SAPKTQ6I4

not attested not anchored not stored refs pending

A sequential Monte Carlo approach to Thompson sampling for Bayesian optimization

Hildo Bijl, Jan-Willem van Wingerden, Michel Verhaegen, Thomas B. Sch\"on

arxiv:1604.00169 v3 · 2016-04-01 · stat.ML · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NBCYAK3TD3G6VEF73SAPKTQ6I4}

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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.

Cited by

1 paper in Pith

Exploring Exploration in Bayesian Optimization

Receipt and verification

First computed	2026-05-18T00:44:24.809975Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6845802b731ecdea90bfdc80f54e1e4709be430c294198cb79cc259cb5ec756a

Aliases

arxiv: 1604.00169 · arxiv_version: 1604.00169v3 · doi: 10.48550/arxiv.1604.00169 · pith_short_12: NBCYAK3TD3G6 · pith_short_16: NBCYAK3TD3G6VEF7 · pith_short_8: NBCYAK3T

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/NBCYAK3TD3G6VEF73SAPKTQ6I4 \
  | 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: 6845802b731ecdea90bfdc80f54e1e4709be430c294198cb79cc259cb5ec756a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef5ccdf10b6a588f8119b13805648c5f41313cfa2f038a868a3746e3c17ac8bb",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-04-01T09:07:26Z",
    "title_canon_sha256": "ebddd13a9dc1e9e75185523e241ae54730606f93d6b165460502bf94feda4e02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1604.00169",
    "kind": "arxiv",
    "version": 3
  }
}