Joshua V. Dillon
- Can You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift
2019/06/06 by Yaniv Ovadia, Ovadia, Yaniv, Emily Fertig +15 · 115 citations
Computer Science · #Adversarial Robustness in Machine Learning #Gaussian Processes and Bayesian Inference #Anomaly Detection Techniques and Applications
- TensorFlow Distributions
2017/11/28 by Joshua V. Dillon, Dillon, Joshua V., Ian Langmore +17 · 1 voice · 9 citations
Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Programming Languages (cs.PL) #cs.AI #cs.LG #cs.PL #stat.ML
- Likelihood Ratios for Out-of-Distribution Detection
2019/06/07 by Jie Ren, Ren, Jie, Peter J. Liu +13 · 23 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Genomics and Phylogenetic Studies #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Bioinformatics
- Sample what you cant compress
2024/09/04 by Vighnesh Birodkar, Birodkar, Vighnesh, Gabriel Barcik +9 · 1 voice · 1 citation
#cs.LG #cs.CV
- Density of States Estimation for Out-of-Distribution Detection
2020/06/16 by Warren R. Morningstar, Cusuh Ham, Morningstar, Warren R. +9 · 7 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- The k-tied Normal Distribution: A Compact Parameterization of Gaussian\n Mean Field Posteriors in Bayesian Neural Networks
2020/02/07 by Jakub Świątkowski, Swiatkowski, Jakub, Kevin A. Roth +17 · 5 citations
Computer Science · #Bayesian Methods and Mixture Models #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)
- Weighted Ensemble Self-Supervised Learning
2022/11/18 by Yangjun Ruan, Ruan, Yangjun, Saurabh Singh +11 · 3 citations
Computer Science · Medicine · #Artificial Intelligence (cs.AI) #COVID-19 diagnosis using AI #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications
- Automatically Bounding the Taylor Remainder Series: Tighter Bounds and New Applications
2022/12/22 by M. J. V. Streeter, Joshua V. Dillon, Streeter, Matthew +1 · 1 citation
Computer Science · Mathematics · #Advanced Optimization Algorithms Research #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Methods and Algorithms #Optimization and Control (math.OC) #Polynomial and algebraic computation