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Lewis Smith

  1. Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2
    2024/08/09 by Tom Lieberum, Lieberum, Tom, Senthooran Rajamanoharan +17 · 63 citations
    Computer Science · #Machine Learning and Data Classification
  2. Understanding Measures of Uncertainty for Adversarial Example Detection
    2018/03/22 by Lewis Smith, Yarin Gal, Smith, Lewis +1 · 16 citations
    Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  3. On Feature Collapse and Deep Kernel Learning for Single Forward Pass Uncertainty
    2021/02/22 by Joost van Amersfoort, Lewis Smith, van Amersfoort, Joost +7 · 11 citations
    Computer Science · #Gaussian Processes and Bayesian Inference #Advanced Multi-Objective Optimization Algorithms #Machine Learning and Data Classification
  4. A Systematic Comparison of Bayesian Deep Learning Robustness in Diabetic Retinopathy Tasks
    2019/12/22 by Angelos Filos, Filos, Angelos, Sebastian Farquhar +15 · 7 citations
    Computer Science · Medicine · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Retinal Imaging and Analysis #electronic engineering #information engineering
  5. Liberty or Depth: Deep Bayesian Neural Nets Do Not Need Complex Weight Posterior Approximations
    2020/02/10 by Sebastian Farquhar, Farquhar, Sebastian, Lewis Smith +3 · 2 citations
    Computer Science · Mathematics · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods
  6. Uncertainty Estimation Using a Single Deep Deterministic Neural Network
    2020/03/04 by Joost van Amersfoort, Lewis Smith, van Amersfoort, Joost +5 · 1 citation
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML)