collaborators

7 papers

math.ST2026

Strong duality for the GROW criterion

Ashwin Ram, Martin Larsson, Johannes Ruf +1

This paper presents general strong duality results when testing hypotheses by betting against them. A bet is an e-variable for a composite null hypothesis $\Pcal$: a nonnegative ra…

cs.CL2026

Semantic Motion Anchors: Bridging Motion and Meaning in Co-Speech Gestures

Varsha Suresh, Mohammad Mahdi Abootorabi, Mohamed Salman +5

Learning a shared representation between spoken text and gesture is central to co-speech gesture retrieval, synthesis, and understanding, but remains challenging for semantically m…

math.ST2026

Optimal sequential tests yield log-optimal e-processes

Ashwin Ram, Aaditya Ramdas

It has been recently shown that e-processes are sufficient for sequential testing in the following sense: every level- sequential test can be obtained by thresholding an e-proc…

math.ST2026

The optimal betting wealth growth rate

Ashwin Ram, Aaditya Ramdas

This paper characterizes the best possible rate of growth of wealth in a Kelly betting game when repeatedly betting against a general i.i.d. null hypothesis , but the…

math.ST2026

Power one sequential tests exist for weakly compact against

Ashwin Ram, Aaditya Ramdas

Suppose we observe data from a distribution and we wish to test the composite null hypothesis that against a composite alternative $P\in \mathscr Q\subseteq \m…

math.ST2026

Asymptotically optimal sequential change detection for bounded means

Ashwin Ram, Aaditya Ramdas

We consider the problem of quickest changepoint detection under the Average Run Length (ARL) constraint where the pre-change and post-change laws lie in composite families $\mathsc…