Chengyu Liu

1. An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG
   2021/01/01 by Emadeldeen Eldele, Zhenghua Chen, Chengyu Liu +4 · 16 citations
   Computer Science · Neuroscience · Psychology · #Blind Source Separation Techniques #EEG and Brain-Computer Interfaces #Sleep and Work-Related Fatigue
2. AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels
   2022/08/30 by Nicholas J. Roberts, Roberts, Nicholas, Xintong Li +17 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
3. Entropy Production in Non-Gaussian Active Matter: A Unified Fluctuation Theorem and Deep Learning Framework
   2025/04/09 by Yuanfei Huang, Huang, Yuanfei, Chengyu Liu +5 · 2 citations
   Physics and Astronomy · #Advanced Thermodynamics and Statistical Mechanics #FOS: Physical sciences #Mathematical Physics (math-ph) #Micro and Nano Robotics #Statistical Mechanics (cond-mat.stat-mech) #stochastic dynamics and bifurcation
4. Knowledge-Guided Cross-Modal Fusion for Adult-to-Pediatric ECG Transfer via Label-Conditioned Contrastive Alignment
   2026/07/17 by Xinran Liu, Yuwen Li, Hongxiang Gao +4
   #cs.LG