Shion Takeno
15 papers · 2020–2025 · 4 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Cross-Pollinator (13) πΊοΈ Taxonomy Completionist (21) π Conference Polyglot (4)
π
Academic Marathon
(5)
π
Keyword Champion
(2)
π
Century Club
(15)
Conferences
ICML (9)
AISTATS (4)
AAAI (1)
NIPS (1)
Top co-authors
Keywords
bayesian optimization
(10)
gaussian process
(5)
multi-objective optimization
(3)
regret bound
(3)
pareto front
(2)
upper confidence bound
(2)
black-box optimization
(2)
preference learning
(2)
gaussian processes
(2)
max-value entropy search
(2)
acquisition function
(2)
entropy search
(1)
chance constraint
(1)
risk measure
(1)
multi-fidelity optimization
(1)
risk-seeking optimization
(1)
kernel explore-then-commit
(1)
input uncertainty
(1)
heteroscedastic model
(1)
information lower bound
(1)
Papers
Improved Regret Analysis in Gaussian Process Bandits: Optimality for Noiseless Reward, RKHS norm, and Non-Stationary Variance
ICML 2025
Near-Optimal Algorithm for Non-Stationary Kernelized Bandits
AISTATS 2025
No-Regret Bayesian Optimization with Stochastic Observation Failures
AISTATS 2025
Distributionally Robust Active Learning for Gaussian Process Regression
ICML 2025
Posterior Sampling-Based Bayesian Optimization with Tighter Bayesian Regret Bounds
ICML 2024
Multi-Objective Bayesian Optimization with Active Preference Learning
AAAI 2024
Risk Seeking Bayesian Optimization under Uncertainty for Obtaining Extremum
AISTATS 2024
Bounding Box-based Multi-objective Bayesian Optimization of Risk Measures under Input Uncertainty
AISTATS 2024
Failure-Aware Gaussian Process Optimization with Regret Bounds
NIPS 2023
Randomized Gaussian Process Upper Confidence Bound with Tighter Bayesian Regret Bounds
ICML 2023
Towards Practical Preferential Bayesian Optimization with Skew Gaussian Processes
ICML 2023
Bayesian Optimization for Distributionally Robust Chance-constrained Problem
ICML 2022
Sequential and Parallel Constrained Max-value Entropy Search via Information Lower Bound
ICML 2022
Multi-objective Bayesian Optimization using Pareto-frontier Entropy
ICML 2020
Multi-fidelity Bayesian Optimization with Max-value Entropy Search and its Parallelization
ICML 2020