Andy Zane

2 accepted papers

2025

A Counterfactual Semantics for Hybrid Dynamical Systems

Andy Zane, Dmitry Batenkov, Rafal Urbaniak, Jeremy D Zucker, Sam Witty

NeurIPS 2025poster

Models of hybrid dynamical systems are widely used to answer questions about the causes and effects of dynamic events in time. Unfortunately, existing causal reasoning formalisms lack support for queries involving the dynamically triggered, discontinuous interventions that characterize hybrid dynami…

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2024

Automated Efficient Estimation using Monte Carlo Efficient Influence Functions

Raj Agrawal, Sam Witty, Andy Zane, Eli Bingham

NeurIPS 2024spotlight

Many practical problems involve estimating low dimensional statistical quantities with high-dimensional models and datasets. Several approaches address these estimation tasks based on the theory of influence functions, such as debiased/double ML or targeted minimum loss estimation. We introduce \tex…

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