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Jonathan Scarlett

  1. Lower Bounds on Regret for Noisy Gaussian Process Bandit Optimization
    2017/05/31 by Jonathan Scarlett, Ilijia Bogunovic, Scarlett, Jonathan +3 · 17 citations
    Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Gaussian Processes and Bayesian Inference #Machine Learning and Algorithms
  2. Time-Varying Gaussian Process Bandit Optimization
    2016/01/25 by Ilija Bogunovic, Bogunovic, Ilija, Jonathan Scarlett +3 · 14 citations
    Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Gaussian Processes and Bayesian Inference #Advanced Multi-Objective Optimization Algorithms
  3. High-Dimensional Bayesian Optimization via Additive Models with\n Overlapping Groups
    2018/02/20 by Paul Rolland, Jonathan Scarlett, Rolland, Paul +5 · 8 citations
    Computer Science · Decision Sciences · #Machine Learning and Data Classification #Machine Learning and Algorithms #Advanced Bandit Algorithms Research
  4. Adversarially Robust Optimization with Gaussian Processes
    2018/10/25 by Ilija Bogunovic, Jonathan Scarlett, Bogunovic, Ilija +5 · 9 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Spectroscopy Techniques in Biomedical and Chemical Research
  5. Gaussian Process Bandit Optimization with Few Batches
    2021/10/15 by Zihan Li, Jonathan Scarlett, Li, Zihan +1 · 3 citations
    Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Gaussian Processes and Bayesian Inference #Advanced Multi-Objective Optimization Algorithms
  6. Memory-Efficient Gradient Unrolling for Large-Scale Bi-level Optimization
    2024/06/20 by Qianli Shen, Shen, Qianli, Yezhen Wang +15 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Graphics and Visualization Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG)
  7. Open Problem: Tight Online Confidence Intervals for RKHS Elements
    2021/10/28 by Sattar Vakili, Vakili, Sattar, Jonathan Scarlett +3 · 2 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Cognitive Radio Networks and Spectrum Sensing #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Statistics Theory (math.ST)
  8. Corruption-Tolerant Gaussian Process Bandit Optimization
    2020/03/04 by Ilija Bogunovic, Andreas Krause, Bogunovic, Ilija +3 · 2 citations
    Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Gaussian Processes and Bayesian Inference #Data Stream Mining Techniques
  9. Truncated Variance Reduction: A Unified Approach to Bayesian\n Optimization and Level-Set Estimation
    2016/10/24 by Ilija Bogunovic, Bogunovic, Ilija, Jonathan Scarlett +5 · 2 citations
    Computer Science · #Blind Source Separation Techniques #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Target Tracking and Data Fusion in Sensor Networks
  10. Second-Order Rate Region of Constant-Composition Codes for the\n Multiple-Access Channel
    2013/03/25 by Jonathan Scarlett, Scarlett, Jonathan, Alfonso García Martínez +3 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · Engineering · #Cooperative Communication and Network Coding #DNA and Biological Computing #FOS: Computer and information sciences #Information Theory (cs.IT) #Wireless Communication Security Techniques
  11. An Adaptive Sublinear-Time Block Sparse Fourier Transform
    2017/02/04 by Volkan Cevher, Michael Kapralov, Cevher, Volkan +5 · 1 citation
    Engineering · Medicine · #Advanced MRI Techniques and Applications #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Microwave Imaging and Scattering Analysis #Sparse and Compressive Sensing Techniques
  12. Stochastic Linear Bandits Robust to Adversarial Attacks
    2020/07/07 by Ilija Bogunovic, Arpan Losalka, Bogunovic, Ilija +5 · 1 citation
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Auction Theory and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
  13. Improved Convergence Rates for Sparse Approximation Methods in Kernel-Based Learning
    2022/02/08 by Sattar Vakili, Jonathan Scarlett, Vakili, Sattar +5 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Machine Learning and ELM
  14. For One and All: Individual and Group Fairness in the Allocation of Indivisible Goods
    2023/02/14 by Jonathan Scarlett, Nicholas Teh, Scarlett, Jonathan +3 · 1 citation
    Economics, Econometrics and Finance · Social Sciences · #Computer Science and Game Theory (cs.GT) #Experimental Behavioral Economics Studies #FOS: Computer and information sciences #FOS: Economics and business #Game Theory and Voting Systems #Theoretical Economics (econ.TH)
  15. Exact Thresholds for Noisy Non-Adaptive Group Testing
    2024/01/10 by Junren Chen, Jonathan Scarlett, Chen, Junren +1 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #Advanced biosensing and bioanalysis techniques #Discrete Mathematics (cs.DM) #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Privacy-Preserving Technologies in Data #Probability (math.PR) #SARS-CoV-2 detection and testing #Statistics Theory (math.ST)
  16. A Robust Phased Elimination Algorithm for Corruption-Tolerant Gaussian Process Bandits
    2022/02/03 by Ilija Bogunovic, Bogunovic, Ilija, Zihan Li +5 · 1 citation
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  17. Sample Complexity Bounds for 1-bit Compressive Sensing and Binary Stable Embeddings with Generative Priors
    2020/02/05 by Zhaoqiang Liu, Selwyn Gomes, Liu, Zhaoqiang +5 · 1 citation
    Computer Science · Earth and Planetary Sciences · Engineering · Physics and Astronomy · #Electromagnetic Scattering and Analysis #FOS: Computer and information sciences #Geophysical and Geoelectrical Methods #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
  18. Generative Principal Component Analysis
    2022/03/18 by Zhaoqiang Liu, Liu, Zhaoqiang, Jiulong Liu +7 · 1 citation
    Computer Science · Physics and Astronomy · #Medical Image Segmentation Techniques #Advanced X-ray Imaging Techniques #Advanced Neural Network Applications
  19. Improved Regret Bounds for Linear Bandits with Heavy-Tailed Rewards
    2025/06/05 by Artin Tajdini, Jonathan Scarlett, Tajdini, Artin +3 · 2 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Age of Information Optimization #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Stochastic Gradient Optimization Techniques
  20. On the Dispersions of the Gel'fand-Pinsker Channel and Dirty Paper\n Coding
    2013/09/24 by Jonathan Scarlett, Scarlett, Jonathan · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · Engineering · #Cellular Automata and Applications #DNA and Biological Computing #FOS: Computer and information sciences #Information Theory (cs.IT) #Wireless Communication Security Techniques
  21. A Unified Framework for Uniform Signal Recovery in Nonlinear Generative Compressed Sensing
    2023/09/25 by Junren Chen, Chen, Junren, Jonathan Scarlett +5 · 1 citation
    Computer Science · Engineering · #Analog and Mixed-Signal Circuit Design #FOS: Computer and information sciences #FOS: Electrical engineering #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Signal Processing (eess.SP) #Sparse and Compressive Sensing Techniques #electronic engineering #information engineering
  22. Group Testing with Selectable Thresholds
    2026/07/16 by Trung-Khang Tran, Daniel McMorrow, Jonathan Scarlett
    #cs.IT #math.IT #math.PR