1 citations · 1 across the 8 of their papers we have counts for
4 papers · 1 filter
Depth Enables Local Entropy: Quadratic Depth Dependence in Deep Variation-Norm ReLU Regression
Tao Jiang, Minbo Gao, Shaowei Cai
We study Gaussian regression over the explicit vector-valued Parhi--Nowak deep-RBV^2 architecture with depth L, width w, layer-sum variation budget A, and output bound B. For this…
Local Search for Integer Quadratic Programming
Xiang He, Peng Lin, Shaowei Cai
Integer Quadratic Programming (IQP) is an important problem in operations research. Local search is a powerful method for solving hard problems, but the research on local search al…
OPTDTALS: Approximate Logic Synthesis via Optimal Decision Trees Approach
Hao Hu, Shaowei Cai
The growing interest in Explainable Artificial Intelligence (XAI) motivates promising studies of computing optimal Interpretable Machine Learning models, especially decision trees.…
ParLS-PBO: A Parallel Local Search Solver for Pseudo Boolean Optimization
Zhihan Chen, Peng Lin, Hao Hu +1
As a broadly applied technique in numerous optimization problems, recently, local search has been employed to solve Pseudo-Boolean Optimization (PBO) problem. A representative loca…