Xiwen Wang

collaborators

3 papers

cs.LG2026

Autonomous End-to-End SOH Prediction Services for Battery Systems via Temporal-Contrastive Representation Learning

Junting Wen, Dan Li, Qihao Quan +8

Accurate state of health (SOH) estimation is a critical diagnostic service for lithium-ion battery management. However, reliance on labor-intensive manual feature engineering and o…

cs.LG2023

Learning Large-Scale MTP $_{2}$ Gaussian Graphical Models via Bridge-Block Decomposition

Xiwen Wang, Jiaxi Ying, Daniel P. Palomar

This paper studies the problem of learning the large-scale Gaussian graphical models that are multivariate totally positive of order two ( $MTP_{2}$ ). By introducing the concep…

cs.LG2023

Network Topology Inference with Sparsity and Laplacian Constraints

Jiaxi Ying, Xi Han, Rui Zhou +2

We tackle the network topology inference problem by utilizing Laplacian constrained Gaussian graphical models, which recast the task as estimating a precision matrix in the form of…

Autonomous End-to-End SOH Prediction Services for Battery Systems via Temporal-Contrastive Representation Learning

Learning Large-Scale MTP2​ Gaussian Graphical Models via Bridge-Block Decomposition

Network Topology Inference with Sparsity and Laplacian Constraints

Learning Large-Scale MTP $_{2}$ Gaussian Graphical Models via Bridge-Block Decomposition