Xia, Song

1. Transferable Adversarial Attacks on SAM and Its Downstream Models
   2024/10/26 by Song Xia, Wenhan Yang, Xia, Song +11 · 6 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Cryptographic Implementations and Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Security and Verification in Computing
2. Backdoor Attacks against No-Reference Image Quality Assessment Models via a Scalable Trigger
   2024/12/10 by Yi Yu, Song Xia, Yu, Yi +11 · 4 citations
   Computer Science · #Adversarial Robustness in Machine Learning
3. Purify Unlearnable Examples via Rate-Constrained Variational Autoencoders
   2024/05/02 by Yi Yu, Yu-Fei Wang, Yu, Yi +11 · 2 citations
   Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Natural Language Processing Techniques
4. MTL-UE: Learning to Learn Nothing for Multi-Task Learning
   2025/05/08 by Y. Yu, Song Xia, Yu, Yi +12 · 4 citations
   Computer Science · Psychology · #Domain Adaptation and Few-Shot Learning #Emotion and Mood Recognition #Adversarial Robustness in Machine Learning
5. Towards Model Resistant to Transferable Adversarial Examples via Trigger Activation
   2025/04/20 by Yu, Yi, Xia, Song, Lin, Xun +5 · 4 citations
   #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
6. Mitigating the Curse of Dimensionality for Certified Robustness via Dual Randomized Smoothing
   2024/04/15 by Song Xia, Yi Yu, Xia, Song +5 · 2 citations
   Computer Science · #Image and Object Detection Techniques
7. Safeguarding Medical Image Segmentation Datasets against Unauthorized Training via Contour- and Texture-Aware Perturbations
   2024/03/21 by Xun Lin, Lin, Xun, Yi Yu +19 · 1 citation
   Computer Science · Engineering · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image and Video Processing (eess.IV) #Medical Imaging and Analysis #electronic engineering #information engineering
8. Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems
   2025/03/01 by Xia, Song, Yu, Yi, Yang, Wenhan +5 · 1 citation
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
9. Open-set Anomaly Segmentation in Complex Scenarios
   2025/04/28 by Xia, Song, Yu, Yi, Ding, Henghui +4 · 1 citation
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences