1 citations · 1 across the 1 of their papers we have counts for
2 papers
cs.LG2024
The SMART approach to instance-optimal online learning
Siddhartha Banerjee, Alankrita Bhatt, Christina Lee Yu
We devise an online learning algorithm -- titled Switching via Monotone Adapted Regret Traces (SMART) -- that adapts to the data and achieves regret that is instance optimal, i.e.,…
cs.LG2023★ 1 cited
Smoothed Analysis of Sequential Probability Assignment
Alankrita Bhatt, Nika Haghtalab, Abhishek Shetty
We initiate the study of smoothed analysis for the sequential probability assignment problem with contexts. We study information-theoretically optimal minmax rates as well as a fra…