354 citations · 511 across the 18 of their papers we have counts for
4 papers · 1 filter
Improving Domain Generalization with Domain Relations
Huaxiu Yao, Xinyu Yang, Xinyi Pan +3
Distribution shift presents a significant challenge in machine learning, where models often underperform during the test stage when faced with a different distribution than the one…
Multi-Domain Long-Tailed Learning by Augmenting Disentangled Representations
Xinyu Yang, Huaxiu Yao, Allan Zhou +1
There is an inescapable long-tailed class-imbalance issue in many real-world classification problems. Current methods for addressing this problem only consider scenarios where all…
A Review and Roadmap of Deep Learning Causal Discovery in Different Variable Paradigms
Hang Chen, Keqing Du, Xinyu Yang +1
Understanding causality helps to structure interventions to achieve specific goals and enables predictions under interventions. With the growing importance of learning causal relat…
DTWSSE: Data Augmentation with a Siamese Encoder for Time Series
Xinyu Yang, Xinlan Zhang, Zhenguo Zhang +2
Access to labeled time series data is often limited in the real world, which constrains the performance of deep learning models in the field of time series analysis. Data augmentat…