3 papers
cs.LG2025
C3DE: Causal-Aware Collaborative Neural Controlled Differential Equation for Long-Term Urban Crowd Flow Prediction
Yuting Liu, Qiang Zhou, Hanzhe Li +2
Long-term urban crowd flow prediction suffers significantly from cumulative sampling errors, due to increased sequence lengths and sampling intervals, which inspired us to leverage…
stat.ML2025
Sparse Optimization for Transfer Learning: A L0-Regularized Framework for Multi-Source Domain Adaptation
Chenqi Gong, Hu Yang
This paper explores transfer learning in heterogeneous multi-source environments with distributional divergence between target and auxiliary domains. To address challenges in stati…
stat.ML2025
Communication-Efficient l_0 Penalized Least Square
Chenqi Gong, Hu Yang
In this paper, we propose a communication-efficient penalized regression algorithm for high-dimensional sparse linear regression models with massive data. This approach incorporate…