2 papers
math.AC2026
Weak Polynomial Completeness Does Not Imply Almost Polynomial Completeness
Viet-Hoang Tran, Tan N. Nguyen
We show that weak polynomial completeness does not imply almost polynomial completeness by constructing an explicit extension of domains \(D\subseteq A\) such that \(\Int(D)\subset…
cs.LG2025
Modeling Expert Interactions in Sparse Mixture of Experts via Graph Structures
Minh-Khoi Nguyen-Nhat, Rachel S. Y. Teo, Laziz Abdullaev +3
Sparse Mixture of Experts (SMoE) has emerged as a promising solution to achieving unparalleled scalability in deep learning by decoupling model parameter count from computational c…