466 citations · 1.6k across the 73 of their papers we have counts for
3 papers · 2 filters
Evaluating aleatoric and epistemic uncertainties of time series deep learning models for soil moisture predictions
Kuai Fang, Chaopeng Shen, Daniel Kifer
Soil moisture is an important variable that determines floods, vegetation health, agriculture productivity, and land surface feedbacks to the atmosphere, etc. Accurately modeling s…
Lifelong Neural Predictive Coding: Learning Cumulatively Online without Forgetting
Alexander Ororbia, Ankur Mali, Daniel Kifer +1
In lifelong learning systems based on artificial neural networks, one of the biggest obstacles is the inability to retain old knowledge as new information is encountered. This phen…
Free Gap Information from the Differentially Private Sparse Vector and Noisy Max Mechanisms
Zeyu Ding, Yuxin Wang, Danfeng Zhang +1
Noisy Max and Sparse Vector are selection algorithms for differential privacy and serve as building blocks for more complex algorithms. In this paper we show that both algorithms c…