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stat.ME2025
Randomization Tests for Conditional Group Symmetry
Kenny Chiu, Alex Sharp, Benjamin Bloem-Reddy
Symmetry plays a central role in the sciences, machine learning, and statistics. While statistical tests for the presence of distributional invariance with respect to groups have a…
stat.ME2025
Counterfactual Cocycles: A Framework for Robust and Coherent Counterfactual Transports
Hugh Dance, Benjamin Bloem-Reddy
Estimating joint distributions (a.k.a. couplings) over counterfactual outcomes is central to personalized decision-making and treatment risk assessment. Two emergent frameworks wit…
stat.ME2024
Non-parametric Hypothesis Tests for Distributional Group Symmetry
Kenny Chiu, Benjamin Bloem-Reddy
Symmetry plays a central role in the sciences, machine learning, and statistics. For situations in which data are known to obey a symmetry, a multitude of methods that exploit symm…