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math.OC2023★ 1 cited
Sharpened Lazy Incremental Quasi-Newton Method
Aakash Lahoti, Spandan Senapati, Ketan Rajawat +1
The problem of minimizing the sum of functions in dimensions is ubiquitous in machine learning and statistics. In many applications where the number of observations is…
math.OC2022
Proximal Algorithms for Smoothed Online Convex Optimization with Predictions
Spandan Senapati, Ashwin Shenai, Ketan Rajawat
We consider a smoothed online convex optimization (SOCO) problem with predictions, where the learner has access to a finite lookahead window of time-varying stage costs, but suffer…