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Michael A. Osborne

  1. Position: Bayesian Deep Learning is Needed in the Age of Large-Scale AI
    2024/02/01 by Theodore Papamarkou, Papamarkou, Theodore, Maria Skoularidou +48 · 1 voice · 15 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Machine Learning and Data Classification #cs.LG #stat.ML
  2. Preconditioning Kernel Matrices
    2016/02/22 by Kurt Cutajar, Michael A. Osborne, Cutajar, Kurt +5 · 7 citations
    Computer Science · #Stochastic Gradient Optimization Techniques #Gaussian Processes and Bayesian Inference #Machine Learning and ELM
  3. Bayesian Optimization over Discrete and Mixed Spaces via Probabilistic Reparameterization
    2022/10/18 by Samuel Daulton, Xingchen Wan, Daulton, Samuel +9 · 6 citations
    Computer Science · #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Optimization and Control (math.OC)
  4. Challenges and Opportunities in Offline Reinforcement Learning from Visual Observations
    2022/06/09 by Cong Lu, Philip Ball, Lu, Cong +9 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
  5. Bayesian Generational Population-Based Training
    2022/07/19 by Xingchen Wan, Wan, Xingchen, Cong Lu +11 · 2 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
  6. Automated Model Selection with Bayesian Quadrature
    2019/02/26 by Henry Chai, Jean-François Ton, Chai, Henry +5 · 4 citations
    Engineering · Computer Science · #Fault Detection and Control Systems #Gaussian Processes and Bayesian Inference #Machine Learning and Data Classification
  7. Automated Machine Learning on Big Data using Stochastic Algorithm Tuning
    2014/07/30 by Thomas E. Nickson, Michael A. Osborne, Nickson, Thomas +5 · 3 citations
    Computer Science · Decision Sciences · #Gaussian Processes and Bayesian Inference #Advanced Bandit Algorithms Research #Machine Learning and Data Classification
  8. Governing Through the Cloud: The Intermediary Role of Compute Providers in AI Regulation
    2024/03/13 by Lennart Heim, Heim, Lennart, Tim Fist +13 · 3 citations
    Computer Science · #Blockchain Technology Applications and Security #Computers and Society (cs.CY) #FOS: Computer and information sciences
  9. Improved stochastic trace estimation using mutually unbiased bases
    2016/07/30 by Jack Fitzsimons, Fitzsimons, J. K., Michael A. Osborne +5 · 1 citation
    Computer Science · Mathematics · #Blind Source Separation Techniques #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Numerical Analysis (math.NA) #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Random Matrices and Applications
  10. Communication Communities in MOOCs
    2014/03/18 by Nabeel Gillani, Rebecca Eynon, Gillani, Nabeel +7 · 2 citations
    Computer Science · #Online Learning and Analytics #Topic Modeling #Text and Document Classification Technologies
  11. Walking the Values in Bayesian Inverse Reinforcement Learning
    2024/07/15 by Ondřej Bajgar, Bajgar, Ondrej, Alessandro Abate +5 · 3 citations
    Computer Science · #Reinforcement Learning in Robotics
  12. On Pathologies in KL-Regularized Reinforcement Learning from Expert\n Demonstrations
    2022/12/28 by Tim G. J. Rudner, Cong Lu, Rudner, Tim G. J. +7 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Methodology (stat.ME) #Reinforcement Learning in Robotics
  13. Position: Ensuring mutual privacy is necessary for effective external evaluation of proprietary AI systems
    2025/03/03 by Ben Bucknall, Robert Trager, Bucknall, Ben +3 · 2 citations
    Social Sciences · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #Ethics and Social Impacts of AI #FOS: Computer and information sciences
  14. Principled Bayesian Optimisation in Collaboration with Human Experts
    2024/10/14 by Wenjie Xu, Xu, Wenjie, Masaki Adachi +5 · 1 citation
    Engineering · Psychology · #Design Education and Practice #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Systems Engineering Methodologies and Applications #Team Dynamics and Performance
  15. Bayesian Optimisation with Unknown Hyperparameters: Regret Bounds Logarithmically Closer to Optimal
    2024/10/14 by Juliusz Ziomek, Ziomek, Juliusz, Masaki Adachi +3 · 1 citation
    Computer Science · Decision Sciences · #Advanced Multi-Objective Optimization Algorithms #Advanced Bandit Algorithms Research #Gaussian Processes and Bayesian Inference