Theofanis Karaletsos

1. Pyro: Deep Universal Probabilistic Programming
   2018/10/18 by Eli Bingham, Jonathan P. Chen, Bingham, Eli +17 · 1 voice · 61 citations
   Computer Science · Mathematics · #Computational Physics and Python Applications #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Programming Languages (cs.PL) #cs.LG #cs.PL #stat.ML
2. Position: Bayesian Deep Learning is Needed in the Age of Large-Scale AI
   2024/02/01 by Theodore Papamarkou, Maria Skoularidou, Papamarkou, Theodore +47 · 1 voice · 11 citations
   #cs.LG #stat.ML
3. Modelling Cellular Perturbations with the Sparse Additive Mechanism Shift Variational Autoencoder
   2023/11/05 by Michael Bereket, Bereket, Michael, Theofanis Karaletsos +1 · 7 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #Cell Image Analysis Techniques #Explainable Artificial Intelligence (XAI) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Quantitative Methods (q-bio.QM) #Single-cell and spatial transcriptomics
4. Hierarchical Gaussian Process Priors for Bayesian Neural Network Weights
   2020/02/10 by Theofanis Karaletsos, Karaletsos, Theofanis, Thang D. Bui +1 · 2 citations
   Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
5. Probabilistic Meta-Representations Of Neural Networks
   2018/10/01 by Theofanis Karaletsos, Peter Dayan, Karaletsos, Theofanis +3 · 4 citations
   Computer Science · Physics and Astronomy · #Neural Networks and Applications #Model Reduction and Neural Networks #Adversarial Robustness in Machine Learning
6. Bayesian representation learning with oracle constraints
   2015/06/16 by Theofanis Karaletsos, Karaletsos, Theofanis, Serge Belongie +3 · 1 citation
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
7. TyXe: Pyro-based Bayesian neural nets for Pytorch
   2021/10/01 by Hippolyt Ritter, Ritter, Hippolyt, Theofanis Karaletsos +1 · 1 citation
   Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification