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05/10/2023
Causal Information Splitting: Engineering Proxy Features for Robustness to Distribution Shifts
Statistical prediction models are often trained on data that is drawn fr...
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12/22/2021
Identifying Mixtures of Bayesian Network Distributions
A Bayesian Network is a directed acyclic graph (DAG) on a set of n rando...
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07/15/2021
Expert Graphs: Synthesizing New Expertise via Collaboration
Consider multiple experts with overlapping expertise working on a classi...
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12/29/2020
Source Identification for Mixtures of Product Distributions
We give an algorithm for source identification of a mixture of k product...
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10/23/2020
Robust Correction of Sampling Bias Using Cumulative Distribution Functions
Varying domains and biased datasets can lead to differences between the ...
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07/16/2020