Thomas Desautels
4 papers · 2014–2025 · 4 conferences · across top CS/AI conferences
Achievements
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🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (4) 🏃 Academic Marathon (11) 🐝 Cross-Pollinator (14)
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Conferences
AISTATS (1)
ICML (1)
JMLR (1)
NIPS (1)
Top co-authors
Keywords
regret bound
(2)
adaptive sampling
(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)
gaussian process bandit
(1)
level set estimation
(1)
bayesian algorithm execution
(1)
level-set estimation
(1)
expected information gain
(1)
posterior sampling
(1)
scalable method
(1)
Papers
Robust Multi-fidelity Bayesian Optimization with Deep Kernel and Partition
AISTATS 2025
Practical Bayesian Algorithm Execution via Posterior Sampling
NIPS 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