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The field of machine learning is evolving at a rapid pace, with the regular release of new models that promise improvements over their predecessors. Evaluating a...
In a conversation right before the 2021 Conference on Neural Information Processing Systems (NeurIPS), Amazon vice president and distinguished scientist Bernhard Schölkopf — according to Google...
In scientific and business endeavors, we are often interested in the causal effect of a treatment — say, changing the font of a web page —...
Amazon vice president and distinguished scientist Bernhard Schölkopf (left) and principal research scientist Dominik Janzing. At the 2022 International Conference on Machine Learning (ICML), the program...
Dominik Janzing, a principal research scientist with Amazon Web Services, is a coauthor on four of Amazon’s 18 papers at this year’s International Conference on Machine...
Outliers are rare observations where a system deviates from its usual behavior. They arise in many real-world applications (e.g., medicine, finance) and present a greater demand...
We are excited to announce that we are open-sourcing causal machine learning (ML) algorithms that are the result of years of Amazon research on graphical causal...
The Causal Learning and Reasoning (CLeaR) conference — the first international conference on causal learning and reasoning — will launch next week in Eureka, CA, with...
On the cusp of this year’s NeurIPS conference, three AI luminaries and Amazon-affiliated researchers — all of whom have given the conference’s major named lecture, the...
Given observed time series and a target time series of interest, can we identify the causes of the target, without excluding the presence of hidden time...