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stat.ML2024
Near-Optimal Streaming Heavy-Tailed Statistical Estimation with Clipped SGD
Aniket Das, Dheeraj Nagaraj, Soumyabrata Pal +2
We consider the problem of high-dimensional heavy-tailed statistical estimation in the streaming setting, which is much harder than the traditional batch setting due to memory cons…
cs.LG2024★ 1 cited
Online Matrix Completion: A Collaborative Approach with Hott Items
Dheeraj Baby, Soumyabrata Pal
We investigate the low rank matrix completion problem in an online setting with users, items, rounds, and an unknown rank- reward matrix ${R}\in \mathbb{R}^{{M…