Javier Antorán
- Uncertainty as a Form of Transparency: Measuring, Communicating, and Using Uncertainty
2020/11/15 by Umang Bhatt, Javier Antorán, Bhatt, Umang +26 · 13 citations
Computer Science · Social Sciences · #Explainable Artificial Intelligence (XAI) #Ethics and Social Impacts of AI #Adversarial Robustness in Machine Learning
- Bayesian Deep Learning via Subnetwork Inference
2020/10/28 by Erik Daxberger, Daxberger, Erik, Eric Nalisnick +7 · 9 citations
Computer Science · #Gaussian Processes and Bayesian Inference #Adversarial Robustness in Machine Learning #Machine Learning and Data Classification
- SE(3) Equivariant Augmented Coupling Flows
2023/08/20 by Laurence I. Midgley, Vincent Stimper, Midgley, Laurence I. +9 · 10 citations
Computer Science · Engineering · #Advanced Mathematical Modeling in Engineering #Computational Physics (physics.comp-ph) #Computer Graphics and Visualization Techniques #FOS: Computer and information sciences #FOS: Physical sciences #Heat and Mass Transfer in Porous Media #Machine Learning (cs.LG)
- Deep End-to-end Causal Inference
2022/02/04 by Tomas Geffner, Javier Antorán, Geffner, Tomas +21 · 7 citations
Computer Science · Mathematics · #Advanced Causal Inference Techniques #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Getting a CLUE: A Method for Explaining Uncertainty Estimates
2020/06/11 by Javier Antorán, Umang Bhatt, Antorán, Javier +7 · 5 citations
Computer Science · Decision Sciences · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Scientific Computing and Data Management
- Improving Linear System Solvers for Hyperparameter Optimisation in Iterative Gaussian Processes
2024/05/28 by Jihao Andreas Lin, Shreyas Padhy, Lin, Jihao Andreas +7 · 2 citations
Computer Science · #Gaussian Processes and Bayesian Inference #Machine Learning and Data Classification