Pith Number

pith:LK2JT7W3

pith:2012:LK2JT7W3E6BWF5JRT3UMZBVFRO

not attested not anchored not stored refs pending

Parallelizing Exploration-Exploitation Tradeoffs with Gaussian Process Bandit Optimization

Andreas Krause (ETH Zurich), Joel Burdick (California Inst. of Technology), Thomas Desautels (California Inst. of Technology)

arxiv:1206.6402 v1 · 2012-06-27 · cs.LG · 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{LK2JT7W3E6BWF5JRT3UMZBVFRO}

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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

Fast, Precise Thompson Sampling for Bayesian Optimization

Receipt and verification

First computed	2026-05-18T03:52:14.424657Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ab499fedb278362f5319ee8cc86a58b9ce2c65d0fe3818054ddc94865fa7b10

Aliases

arxiv: 1206.6402 · arxiv_version: 1206.6402v1 · doi: 10.48550/arxiv.1206.6402 · pith_short_12: LK2JT7W3E6BW · pith_short_16: LK2JT7W3E6BWF5JR · pith_short_8: LK2JT7W3

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/LK2JT7W3E6BWF5JRT3UMZBVFRO \
  | 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: 5ab499fedb278362f5319ee8cc86a58b9ce2c65d0fe3818054ddc94865fa7b10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b95657e0f076dcc921ae993c0fba7e592b9aefde2596a95b39dd39633990503",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2012-06-27T19:59:59Z",
    "title_canon_sha256": "38faa6d71cdf0ae61604fabbf76578a8b319fa3742f203f2b1b7c859f5fc8a96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1206.6402",
    "kind": "arxiv",
    "version": 1
  }
}