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Chan, Alvin

  1. What it Thinks is Important is Important: Robustness Transfers through Input Gradients
    2019/12/11 by Alvin Chan, Yi Tay, Chan, Alvin +3 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #Anomaly Detection Techniques and Applications
  2. CoCon: A Self-Supervised Approach for Controlled Text Generation
    2020/06/05 by Alvin Chan, Yew-Soon Ong, Chan, Alvin +7 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Neural and Evolutionary Computing (cs.NE) #Topic Modeling
  3. Poison as a Cure: Detecting & Neutralizing Variable-Sized Backdoor Attacks in Deep Neural Networks
    2019/11/19 by Alvin Chan, Chan, Alvin, Yew-Soon Ong +1 · 4 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  4. Deep Extrapolation for Attribute-Enhanced Generation
    2021/07/07 by Alvin Chan, Chan, Alvin, Ali Madani +5 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Computation and Language (cs.CL) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Protein Structure and Dynamics #Quantitative Methods (q-bio.QM) #Software Engineering Research #Topic Modeling
  5. How Does Frequency Bias Affect the Robustness of Neural Image Classifiers against Common Corruption and Adversarial Perturbations?
    2022/05/09 by Chan, Alvin, Ong, Yew-Soon, Tan, Clement · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  6. Pretraining ECG Data with Adversarial Masking Improves Model Generalizability for Data-Scarce Tasks
    2022/11/15 by Bo, Jessica Y., Huang, Hen-Wei, Chan, Alvin +1 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering