2 papers
cs.LG2025
Neural Multivariate Regression: Qualitative Insights from the Unconstrained Feature Model
George Andriopoulos, Soyuj Jung Basnet, Juan Guevara +2
The Unconstrained Feature Model (UFM) is a mathematical framework that enables closed-form approximations for minimal training loss and related performance measures in deep neural…
cs.IR2024
DeeperImpact: Optimizing Sparse Learned Index Structures
Soyuj Basnet, Jerry Gou, Antonio Mallia +1
A lot of recent work has focused on sparse learned indexes that use deep neural architectures to significantly improve retrieval quality while keeping the efficiency benefits of th…