Pith Number

pith:I23JPW6P

pith:2025:I23JPW6POT5IOGSZFEEBNUF54M

not attested not anchored not stored refs pending

Improved Regret Analysis in Gaussian Process Bandits: Optimality for Noiseless Reward, RKHS norm, and Non-Stationary Variance

Shion Takeno, Shogo Iwazaki

arxiv:2502.06363 v1 · 2025-02-10 · 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{I23JPW6POT5IOGSZFEEBNUF54M}

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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

Bayesian Optimization with Inexact Acquisition: Is Random Grid Search Sufficient?

Receipt and verification

First computed	2026-07-05T10:12:05.646534Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46b697dbcf74fa871a59290816d0bde339fcd0d12bdf874fabf8a6d1c551bbd8

Aliases

arxiv: 2502.06363 · arxiv_version: 2502.06363v1 · doi: 10.48550/arxiv.2502.06363 · pith_short_12: I23JPW6POT5I · pith_short_16: I23JPW6POT5IOGSZ · pith_short_8: I23JPW6P

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/I23JPW6POT5IOGSZFEEBNUF54M \
  | 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: 46b697dbcf74fa871a59290816d0bde339fcd0d12bdf874fabf8a6d1c551bbd8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42804a9b19777199d815d5cd5529ba06adc64638b7862f965d7adccedffc5fdf",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T11:29:27Z",
    "title_canon_sha256": "533ae883e89988aa98f456fedb31fbe81b2beade0cbca0c96c221027bb38b558"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06363",
    "kind": "arxiv",
    "version": 1
  }
}