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cs.LG2026
REALM: Regime-Switching, Explainable, and Activation-Induced Linear Models
Xiaoran Cheng, Sen Na, Jia Li
Deep ReLU networks are piecewise-affine mappings that partition the input space into cells, each characterized by a distinct activation pattern. This structure motivates fitting a…
stat.ML2026
Inference of Online Newton Methods with Nesterov's Accelerated Sketching
Haoxuan Wang, Xinchen Du, Sen Na
Reliable decision-making with streaming data requires principled uncertainty quantification of online methods. While first-order methods enable efficient iterate updates, their inf…