2 papers
stat.ML2025
Nonconvex Penalized LAD Estimation in Partial Linear Models with DNNs: Asymptotic Analysis and Proximal Algorithms
Lechen Feng, Haoran Li, Lucky Li +1
This paper investigates the partial linear model by Least Absolute Deviation (LAD) regression. We parameterize the nonparametric term using Deep Neural Networks (DNNs) and formulat…
math.OC2025
A Convex Optimization Approach to Model-Free Inverse Optimal Control with Provable Convergence
Meiling Yu, Lechen Feng, Lei Jiang +1
Inverse Optimal Control (IOC) aims to infer the underlying cost functional of an agent from observations of its expert behavior. This paper focuses on the IOC problem within the co…