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math.OC2026
Fast, Parallel, Query-Efficient Binary Classification
Ishani Karmarkar, Liam O'Carroll, Aaron Sidford
We study the fundamental classification problem of computing a separating hyperplane for a binary-labeled dataset of size with normalized -dimensional features. Letting $Φ\i…
math.OC2026
Solving Matrix Games with Near-Optimal Matvec Complexity
Ishani Karmarkar, Liam O'Carroll, Aaron Sidford
We study the problem of computing an -approximate Nash equilibrium of a two-player, bilinear game with a bounded payoff matrix , when the players'…