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Poster
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Wed 2:30
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Random Exploration in Bayesian Optimization: Order-Optimal Regret and Computational Efficiency
Sudeep Salgia · Sattar Vakili · Qing Zhao
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Workshop
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Smooth Ambiguity-Averse Preferences and Bayesian Nonparametrics for Data-Driven Distributionally Robust Optimization
Nicola Bariletto · Nhat Ho
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Workshop
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Sat 0:45
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BOFormer: Learning to Solve Multi-Objective Bayesian Optimization via Non-Markovian RL
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Workshop
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Bayesian Optimization for the Discovery of Redox Active Quinones
Giacomo De Gobbi · Reyhan Yagmur · Janine Maier · Stefan Spirk · Robert Peharz
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Poster
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Tue 4:30
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High-Dimensional Bayesian Optimization via Semi-Supervised Learning with Optimized Unlabeled Data Sampling
Yuxuan Yin · Yu Wang · Peng Li
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Workshop
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Basic Bayesian Optimization is Underrated for Molecule Design
Austin Tripp · Jose Miguel Hernandez-Lobato
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Poster
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Wed 4:30
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Nonlinear Filtering with Brenier Optimal Transport Maps
Mohammad Al-Jarrah · Niyizhen Jin · Bamdad Hosseini · Amirhossein Taghvaei
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Oral
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Wed 8:00
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Principled Preferential Bayesian Optimization
Wenjie Xu · Wenbin Wang · Yuning Jiang · Bratislav Svetozarevic · Colin Jones
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Workshop
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MONGOOSE: Path-wise Smooth Bayesian Optimisation via Meta-learning
Adam Yang · Laurence Aitchison · Henry Moss
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Poster
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Wed 4:30
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Noise-Adaptive Confidence Sets for Linear Bandits and Application to Bayesian Optimization
Kwang-Sung Jun · Jungtaek Kim
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Poster
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Wed 4:30
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Posterior Sampling-Based Bayesian Optimization with Tighter Bayesian Regret Bounds
Shion Takeno · Yu Inatsu · Masayuki Karasuyama · Ichiro Takeuchi
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Poster
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Wed 2:30
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Latent Optimal Paths by Gumbel Propagation for Variational Bayesian Dynamic Programming
Xinlei Niu · Christian Walder · Jing Zhang · Charles Martin
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