no code implementations • 17 Jun 2021 • Gianluca Detommaso, Michael Brückner, Philip Schulz, Victor Chernozhukov
We extend the definition of the marginal causal effect to the continuous treatment setting and develop a novel characterization of causal bias in the framework of structural causal models.
no code implementations • NeurIPS 2010 • Uwe Dick, Peter Haider, Thomas Vanck, Michael Brückner, Tobias Scheffer
We study a setting in which Poisson processes generate sequences of decision-making events.
no code implementations • NeurIPS 2009 • Michael Brückner, Tobias Scheffer
The standard assumption of identically distributed training and test data can be violated when an adversary can exercise some control over the generation of the test data.