27 citations · 71 across the 15 of their papers we have counts for
Showing cs.LGShow all
3 papers · 1 filter
cs.LG2023
Toward Transparent Sequence Models with Model-Based Tree Markov Model
Chan Hsu, Wei-Chun Huang, Jun-Ting Wu +2
In this study, we address the interpretability issue in complex, black-box Machine Learning models applied to sequence data. We introduce the Model-Based tree Hidden Semi-Markov Mo…
cs.LG2022★ 3 cited
Deep Architecture Connectivity Matters for Its Convergence: A Fine-Grained Analysis
Wuyang Chen, Wei Huang, Xinyu Gong +2
Advanced deep neural networks (DNNs), designed by either human or AutoML algorithms, are growing increasingly complex. Diverse operations are connected by complicated connectivity…
cs.LG2022★ 7 cited
Auto-scaling Vision Transformers without Training
Wuyang Chen, Wei Huang, Xianzhi Du +3
This work targets automated designing and scaling of Vision Transformers (ViTs). The motivation comes from two pain spots: 1) the lack of efficient and principled methods for desig…