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pith:VWTVGWFH

pith:2010:VWTVGWFHSZX4FBLVMSAJWDUVE7
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A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning

Eric Brochu, Nando de Freitas, Vlad M. Cora

arxiv:1012.2599 v1 · 2010-12-12 · cs.LG

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4 Citations open
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12 papers in Pith

Training Language Models to Use Prolog as a Tool
Human-in-the-Loop Pareto Optimization: Trade-off Characterization for Assist-as-Needed Training and Performance Evaluation
Neural Global Optimization via Iterative Refinement from Noisy Samples
A Tutorial on Bayesian Optimization
Estimating Decision Uncertainty from Preference Uncertainty: Application to Ground Vehicle Design
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First computed2026-05-18T04:33:28.207406Z
Builderpith-number-builder-2026-05-17-v1
SignaturePith Ed25519 (pith-v1-2026-05) · public key
Schemapith-number/v1.0

Canonical hash

ada75358a7966fc2857564809b0e9527d369ba241c58496feaebf1b989e05e25

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arxiv: 1012.2599 · arxiv_version: 1012.2599v1 · doi: 10.48550/arxiv.1012.2599
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Verify this Pith Number yourself 
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VWTVGWFHSZX4FBLVMSAJWDUVE7 \
  | 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: ada75358a7966fc2857564809b0e9527d369ba241c58496feaebf1b989e05e25
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "52d5ffd44a307a522ad048d722a1da9b7d733bfbe028dac6ce5c509abc49d06b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2010-12-12T22:53:04Z",
    "title_canon_sha256": "64faab88ec4416d630ebb4bdcc3d6bd87d3558e169cd9ba716f6f8484d732a5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1012.2599",
    "kind": "arxiv",
    "version": 1
  }
}