Pith Number

pith:X4UPYDYH

pith:2009:X4UPYDYH65LYXXPBHU35KTVQRO

not attested not anchored not stored refs pending

Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design

Andreas Krause, Matthias Seeger, Niranjan Srinivas, Sham M. Kakade

arxiv:0912.3995 v4 · 2009-12-21 · cs.LG

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\usepackage{pith}
\pithnumber{X4UPYDYH65LYXXPBHU35KTVQRO}

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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

19 papers in Pith

A Bandit Approach to Posterior Dialog Orchestration Under a Budget

Data-Centric Mixed-Variable Bayesian Optimization For Materials Design

Composite Bayesian Optimization In Function Spaces Using NEON -- Neural Epistemic Operator Networks

Regret-Based $(\epsilon,\delta)$-optimal Stopping Criteria for Bayesian Optimization

Nonparametric Learning and Earning with One-Point Feedback under Nonstationarity

Receipt and verification

First computed	2026-05-18T02:24:45.582629Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf28fc0f07f7578bdde13d37d54eb08b8fc7df4005f3190d1055878d145b5b27

Aliases

arxiv: 0912.3995 · arxiv_version: 0912.3995v4 · doi: 10.48550/arxiv.0912.3995 · pith_short_12: X4UPYDYH65LY · pith_short_16: X4UPYDYH65LYXXPB · pith_short_8: X4UPYDYH

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/X4UPYDYH65LYXXPBHU35KTVQRO \
  | 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: bf28fc0f07f7578bdde13d37d54eb08b8fc7df4005f3190d1055878d145b5b27

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1302309bb547973eb39a67c7707d91f57262f923b480f7c12b1e5faa83c0d93",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2009-12-21T00:08:19Z",
    "title_canon_sha256": "adb4c26ea869a338a06efb991f4cec5780cfd1b6f5dc4df32c544508cce4df67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "0912.3995",
    "kind": "arxiv",
    "version": 4
  }
}