58 citations · 276 across the 26 of their papers we have counts for
33 papers
Estimating the Convex Hull of the Image of a Set with Smooth Boundary: Error Bounds and Applications
Thomas Lew, Riccardo Bonalli, Lucas Janson +1
We study the problem of estimating the convex hull of the image of a compact set with smooth boundary through a smooth function $f:…
Randomization Tests for Adaptively Collected Data
Yash Nair, Lucas Janson
Randomization testing is a fundamental method in statistics, enabling inferential tasks such as testing for (conditional) independence of random variables, constructing confidence…
Powerful Partial Conjunction Hypothesis Testing via Conditioning
Biyonka Liang, Lu Zhang, Lucas Janson
A Partial Conjunction Hypothesis (PCH) test combines information across a set of base hypotheses to determine whether some subset is non-null. PCH tests arise in a diverse array of…
Surrogate-based global sensitivity analysis with statistical guarantees via floodgate
Massimo Aufiero, Lucas Janson
Computational models are utilized in many scientific domains to simulate complex systems. Sensitivity analysis is an important practice to aid our understanding of the mechanics of…
Controlled Discovery and Localization of Signals via Bayesian Linear Programming
Asher Spector, Lucas Janson
Scientists often must simultaneously localize and discover signals. For instance, in genetic fine-mapping, high correlations between nearby genetic variants make it hard to identif…
Rate-matching the regret lower-bound in the linear quadratic regulator with unknown dynamics
Feicheng Wang, Lucas Janson
The theory of reinforcement learning currently suffers from a mismatch between its empirical performance and the theoretical characterization of its performance, with consequences…