Jeremias Knoblauch
- Robust Generalised Bayesian Inference for Intractable Likelihoods
2021/04/15 by Takuo Matsubara, Jeremias Knoblauch, Matsubara, Takuo +5 · 9 citations
Mathematics · Computer Science · #Statistical Methods and Bayesian Inference #Bayesian Methods and Mixture Models #Gaussian Processes and Bayesian Inference
- Generalized Variational Inference: Three arguments for deriving new Posteriors
2019/04/03 by Jeremias Knoblauch, Jack Jewson, Knoblauch, Jeremias +3 · 12 citations
Computer Science · #Gaussian Processes and Bayesian Inference #Machine Learning and Algorithms #Bayesian Modeling and Causal Inference
- Outlier-robust Kalman Filtering through Generalised Bayes
2024/05/09 by Gerardo Duràn-Martín, Matias Altamirano, Duran-Martin, Gerardo +13 · 12 citations
Computer Science · Engineering · #Target Tracking and Data Fusion in Sensor Networks #Fault Detection and Control Systems #Inertial Sensor and Navigation
- Optimal Continual Learning has Perfect Memory and is NP-hard
2020/06/09 by Jeremias Knoblauch, Hisham Husain, Knoblauch, Jeremias +3 · 7 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #Machine Learning and Data Classification
- Generalised Bayesian Inference for Discrete Intractable Likelihood
2022/06/16 by Takuo Matsubara, Jeremias Knoblauch, Matsubara, Takuo +5 · 6 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
- Robust and Scalable Bayesian Online Changepoint Detection
2023/02/09 by Matias Altamirano, François‐Xavier Briol, Altamirano, Matias +3 · 5 citations
Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference
- Predictive performance of power posteriors
2024/08/16 by Yann McLatchie, McLatchie, Yann, Edwin Fong +5 · 7 citations
Computer Science · Mathematics · #Explainable Artificial Intelligence (XAI) #FOS: Mathematics #Generative Adversarial Networks and Image Synthesis #Statistical Methods and Inference #Statistics Theory (math.ST)
- Robust and Conjugate Spatio-Temporal Gaussian Processes
2025/02/04 by William Laplante, Laplante, William, Matias Altamirano +7 · 1 voice · 5 citations
#stat.CO #stat.ME #stat.ML
- Prediction-Centric Uncertainty Quantification via MMD
2024/10/15 by Zheyang Shen, Jeremias Knoblauch, Shen, Zheyang +5 · 5 citations
Engineering · #FOS: Computer and information sciences #Fault Detection and Control Systems #Methodology (stat.ME)
- Robust and Conjugate Gaussian Process Regression
2023/11/01 by Matias Altamirano, Altamirano, Matias, François‐Xavier Briol +3 · 3 citations
Biochemistry, Genetics and Molecular Biology · Chemistry · Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Spectroscopy Techniques in Biomedical and Chemical Research #Spectroscopy and Chemometric Analyses
- Generalized Posteriors in Approximate Bayesian Computation
2020/11/17 by Sebastian M. Schmon, Patrick W Cannon, Schmon, Sebastian M +3 · 2 citations
Mathematics · Computer Science · #Markov Chains and Monte Carlo Methods #Gaussian Processes and Bayesian Inference #Bayesian Methods and Mixture Models
- Uncertainty-aware deep learning methods for robust diabetic retinopathy classification
2022/01/22 by Joel Jaskari, Jaakko Sahlsten, Jaskari, Joel +13 · 1 citation
Medicine · Computer Science · Health Professions · #Retinal Imaging and Analysis #Machine Learning in Healthcare #Artificial Intelligence in Healthcare
- Robustifying likelihoods by optimistically re-weighting data
2023/03/19 by Miheer Dewaskar, Dewaskar, Miheer, Christopher Tosh +5 · 1 citation
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Machine Learning and Algorithms #Statistical Distribution Estimation and Applications
- Predictively Oriented Posteriors
2025/10/02 by Yann McLatchie, McLatchie, Yann, Badr-Eddine Cherief-Abdellatif +5 · 1 voice · 2 citations
Engineering · #Topology Optimization in Engineering #stat.ME #stat.ML