Thomas Desautels
4 papers · 2014–2025 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Academic Marathon ยท Half
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Interdisciplinary Bridge ยท Bronze
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Hot Topic Early Bird
Venues
Top co-authors
Research topics
Keywords
level set estimation
(2)
regret bound
(2)
deep kernel learning
(1)
gaussian process
(1)
exploration-exploitation tradeoff
(1)
high-dimensional optimization
(1)
region of interest
(1)
bayesian optimization
(1)
hyperparameter tuning
(1)
batch optimization
(1)
upper confidence bound
(1)
adaptive algorithm
(1)
surrogate model
(1)
gaussian process bandit
(1)
bayesian algorithm execution
(1)
expected information gain
(1)
multi-fidelity bayesian optimization
(1)
scalable method
(1)
posterior sampling
(1)
low-fidelity query
(1)
Papers
Robust Multi-fidelity Bayesian Optimization with Deep Kernel and Partition
AISTATS 2025
Practical Bayesian Algorithm Execution via Posterior Sampling
NeurIPS 2024
Learning Regions of Interest for Bayesian Optimization with Adaptive Level-Set Estimation
ICML 2023
Parallelizing Exploration-Exploitation Tradeoffs in Gaussian Process Bandit Optimization
JMLR 2014