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cs.LG2026
Convergence Analysis of Two-Layer Neural Networks under Gaussian Input Masking
Afroditi Kolomvaki, Fangshuo Liao, Evan Dramko +2
We investigate the convergence guarantee of two-layer neural network training with Gaussian randomly masked inputs. This scenario corresponds to Gaussian dropout at the input level…
cs.LG2025
ADAPT: Lightweight, Long-Range Machine Learning Force Fields Without Graphs
Evan Dramko, Yihuang Xiong, Yizhi Zhu +4
Point defects play a central role in driving the properties of materials. First-principles methods are widely used to compute defect energetics and structures, including at scale f…