2025
preprint 2025
CLEF: Clinically-Guided Contrastive Learning for Electrocardiogram Foundation Models
Yuxuan Shu, Peter H. Charlton, Fahim Kawsar, Jussi Hernesniemi, Mohammad Malekzadeh
Code Paper AAAI 2026
Sonnet: Spectral Operator Neural Network for Multivariable Time Series Forecasting
Yuxuan Shu, Vasileios Lampos
Code Paper Data preprint 2025
Foundation Models for Biosignals: A Survey
Xiao Gu*, Yuxuan Shu*, Jinpei Han*, Yuxuan Liu, Zhangdaihong Liu, James Anibal, Veer Sangha, Edward Phillips, Bradley Segal, Hang Yuan, Fenglin Liu, Kim Branson, Patrick Schwab, Danielle Belgrave, Lei Clifton, Dimitris Spathis, Vasileios Lampos, A Aldo Faisal, David A Clifton
Paper TMLR 2025
DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting
Yuxuan Shu, Vasileios Lampos
Code Paper2024
preprint 2024
Unsupervised hard Negative Augmentation for contrastive learning
Yuxuan Shu, Vasileios Lampos
Code Paper2022
BMVC 2022
Revisiting Self-Supervised Contrastive Learning for Facial Expression Recognition
Yuxuan Shu, Xiao Gu, Guang-Zhong Yang, Benny Lo
Code Paper