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10/29/2019
Efficient Identification in Linear Structural Causal Models with Instrumental Cutsets
One of the most common mistakes made when performing data analysis is at...
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05/27/2019
The Hierarchy of Stable Distributions and Operators to Trade Off Stability and Performance
Recent work addressing model reliability and generalization has resulted...
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05/27/2019
Should I Include this Edge in my Prediction? Analyzing the Stability-Performance Tradeoff
Recent work addressing model reliability and generalization has resulted...
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11/09/2018
Detecting Backdoor Attacks on Deep Neural Networks by Activation Clustering
While machine learning (ML) models are being increasingly trusted to mak...
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11/10/2015
Incorporating Knowledge into Structural Equation Models using Auxiliary Variables
In this paper, we extend graph-based identification methods by allowing ...
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08/07/2015