Liu, Jeremiah Zhe

1. Training independent subnetworks for robust prediction
   2020/10/13 by Marton Havasi, Havasi, Marton, Rodolphe Jenatton +13 · 2 voices · 9 citations
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #cs.CV #cs.LG #stat.ML
2. Simple and Principled Uncertainty Estimation with Deterministic Deep Learning via Distance Awareness
   2020/06/17 by Liu, Jeremiah Zhe, Lin, Zi, Padhy, Shreyas +3 · 30 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. A Simple Zero-shot Prompt Weighting Technique to Improve Prompt Ensembling in Text-Image Models
   2023/02/13 by Allingham, James Urquhart, Ren, Jie, Dusenberry, Michael W +5 · 6 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
4. A Simple Approach to Improve Single-Model Deep Uncertainty via Distance-Awareness
   2022/05/01 by Jeremiah Zhe Liu, Shreyas Padhy, Liu, Jeremiah Zhe +17 · 5 citations
   Computer Science · Engineering · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Fault Detection and Control Systems #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. Accurate Uncertainty Estimation and Decomposition in Ensemble Learning
   2019/11/11 by Jeremiah Zhe Liu, Liu, Jeremiah Zhe, John Paisley +5 · 4 citations
   Computer Science · Environmental Science · #Air Quality Monitoring and Forecasting #Air Quality and Health Impacts #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML)
6. A Cross-validated Ensemble Approach to Robust Hypothesis Testing of Continuous Nonlinear Interactions: Application to Nutrition-Environment Studies
   2019/04/24 by Jeremiah Zhe Liu, Liu, Jeremiah Zhe, Jane Lee +15 · 1 citation
   Nursing · #Applications (stat.AP) #Child Nutrition and Water Access #FOS: Computer and information sciences
7. Variable Selection with Rigorous Uncertainty Quantification using Deep Bayesian Neural Networks: Posterior Concentration and Bernstein-von Mises Phenomenon
   2019/12/03 by Jeremiah Zhe Liu, Liu, Jeremiah Zhe · 1 citation
   Engineering · Computer Science · Mathematics · #Fault Detection and Control Systems #Neural Networks and Applications #Advanced Statistical Methods and Models
8. Pruning Redundant Mappings in Transformer Models via Spectral-Normalized Identity Prior
   2020/10/05 by Zi Lin, Lin, Zi, Jeremiah Zhe Liu +7 · 1 citation
   Computer Science · #Advanced Neural Network Applications #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications