3 papers
cs.LG2025
The Serial Scaling Hypothesis
Yuxi Liu, Konpat Preechakul, Kananart Kuwaranancharoen +1
While machine learning has advanced through massive parallelization, we identify a critical blind spot: some problems are fundamentally sequential. These "inherently serial" proble…
math.ST2020
On the Conditional Expectation of Mean Shifted Gaussian Distributions
Kananart Kuwaranancharoen
In this paper, we consider a property of univariate Gaussian distributions namely conditional expectation shift (or centroid shift). Specifically, we compare two Gaussian distribut…
math.OC2020
On the Set of Possible Minimizers of a Sum of Known and Unknown Functions
Kananart Kuwaranancharoen, Shreyas Sundaram
The problem of finding the minimizer of a sum of convex functions is central to the field of optimization. Thus, it is of interest to understand how that minimizer is related to th…