Songcan Chen

1. TimesURL: Self-supervised Contrastive Learning for Universal Time Series Representation Learning
   2023/12/25 by Jiexi Liu, Songcan Chen, Liu, Jiexi +1 · 11 citations
   Computer Science · Decision Sciences · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
2. Improving Lens Flare Removal with General Purpose Pipeline and Multiple Light Sources Recovery
   2023/08/31 by Yuyan Zhou, Dong Liang, Zhou, Yuyan +9 · 7 citations
   Computer Science · Engineering · #Advanced Image Fusion Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Enhancement Techniques #Image and Video Processing (eess.IV) #electronic engineering #information engineering
3. Better Safe Than Sorry: Preventing Delusive Adversaries with Adversarial Training
   2021/02/09 by Lue Tao, Tao, Lue, Lei Feng +7 · 4 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. Faster Stochastic Alternating Direction Method of Multipliers for Nonconvex Optimization
   2020/08/04 by Feihu Huang, Huang, Feihu, Songcan Chen +3 · 2 citations
   Engineering · Computer Science · #Sparse and Compressive Sensing Techniques #Direction-of-Arrival Estimation Techniques #Advanced Adaptive Filtering Techniques
5. Unlocking the Power of Open Set : A New Perspective for Open-Set Noisy Label Learning
   2023/05/07 by Wenhai Wan, Wan, Wenhai, Xinrui Wang +7 · 2 citations
   Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Text and Document Classification Technologies #Water Systems and Optimization
6. Recent Advances in Out-of-Distribution Detection with CLIP-Like Models: A Survey
   2025/05/05 by Chaohua Li, Li, Chaohua, Enhao Zhang +5 · 4 citations
   Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Image and Signal Denoising Methods
7. Jacobian Norm for Unsupervised Source-Free Domain Adaptation
   2022/04/07 by Weikai Li, Li, Weikai, Meng Cao +3 · 1 citation
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Cancer-related molecular mechanisms research #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimedia (cs.MM) #Multimodal Machine Learning Applications
8. Faster Gradient-Free Proximal Stochastic Methods for Nonconvex Nonsmooth Optimization
   2019/02/16 by Feihu Huang, Bin Gu, Huang, Feihu +7 · 1 citation
   Computer Science · Engineering · Decision Sciences · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Advanced Bandit Algorithms Research
9. Relative Difficulty Distillation for Semantic Segmentation
   2024/07/04 by Dong Liang, Liang, Dong, Yue Sun +7 · 1 citation
   Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Handwritten Text Recognition Techniques #Image Processing and 3D Reconstruction #Industrial Vision Systems and Defect Detection
10. Accelerated Stochastic Gradient-free and Projection-free Methods
    2020/07/16 by Feihu Huang, Huang, Feihu, Lue Tao +3 · 1 citation
    Computer Science · Mathematics · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Algorithms #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
11. LiMuon: Light and Fast Muon Optimizer for Large Models
    2025/09/18 by F. Huang, Feihu Huang, Yuning Luo +4 · 4 citations
    Engineering · Computer Science · #Muon and positron interactions and applications #Stochastic Gradient Optimization Techniques #Computational Physics and Python Applications
12. TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis
    2024/12/17 by Jiexi Liu, Meng Cao, Liu, Jiexi +3 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Time Series Analysis and Forecasting
13. Exploring internal potential: Semantic granularity-guided feature fusion for fine-grained open-set recognition
    2026/07/24 by Chaohua Li, Chuanxing Geng, Enhao Zhang +1