J. Scarlett

Latest

• A Robust Phased Elimination Algorithm for Corruption-Tolerant Gaussian Process Bandits
• Stochastic Linear Bandits Robust to Adversarial Attacks
• Corruption-Tolerant Gaussian Process Bandit Optimization
• Overlapping Multi-Bandit Best Arm Identification
• Adversarially Robust Optimization with Gaussian Processes
• High Dimensional Bayesian Optimization via Additive Models with Overlapping Groups
• A Distributed Algorithm for Partitioned Robust Submodular Maximization
• Robust Submodular Maximization: A Non-Uniform Partitioning Approach
• Lower Bounds on Regret for Noisy Gaussian Process Bandit Optimization
• Truncated Variance Reduction: A Unified Approach to Bayesian Optimization and Level-Set Estimation
• Time-Varying Gaussian Process Bandit Optimization
• Learning-Based Compressive Subsampling
• Active Learning of Self-concordant like Multi-index Functions