Lei Hsiung

Ph.D. Student @ Dartmouth CS

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leihsiung.ray [at] gmail.com

I am a second-year Ph.D. student in Computer Science at Dartmouth College, working with Prof. Yaoqing Yang. I am currently working on trustworthy machine learning (e.g., safety alignment, adversarial robustness) and its applications (e.g., dataset diagnosis, bit-error protection, visual prompting).

Before coming to Dartmouth, I received my MSc in Computer Science and BSc in Computer Science and Mathematics from National Tsing Hua University (NTHU) in Taiwan. I was fortunate to conduct several research projects with Prof. Tsung-Yi Ho and Dr. Pin-Yu Chen during my graduate studies. Likewise, I had the pleasure of working at CUHK CSE (2023), IBM Research (2022), MediaTek (2021/22) and Logitech (2020).

latest news

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selected publications

  1. AutoVP: An Automated Visual Prompting Framework and Benchmark
    Hsi-Ai Tsao*, Lei Hsiung*, Pin-Yu Chen, Sijia Liu, and Tsung-Yi Ho (* Equal Contribution)
    In Proceedings of the Twelfth International Conference on Learning Representations (ICLR), 2024
  2. NeuralFuse: Learning to Recover the Accuracy of Access-Limited Neural Network Inference in Low-Voltage Regimes
    Hao-Lun Sun, Lei Hsiung, Nandhini Chandramoorthy, Pin-Yu Chen, and Tsung-Yi Ho
    In Proceedings of the 38th Annual Conference on Neural Information Processing Systems (NeurIPS), 2024
  3. Towards Compositional Adversarial Robustness: Generalizing Adversarial Training to Composite Semantic Perturbations
    Lei Hsiung, Yun-Yun Tsai, Pin-Yu Chen, and Tsung-Yi Ho
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023

teachings

  • COSC 89/189 Deep Learning Generalization and Robustness, Dartmouth, Head TA, Winter 2024
  • CS 312000 Introduction of Integrated Circuit Design, NTHU, Head TA, Fall 2021
  • MATH 104006 Calculus II, NTHU, Head TA, Spring 2020
  • MATH 104000 Calculus II, NTHU, Head TA, Summer 2019
  • MATH 103005 Calculus I, NTHU, TA, Fall 2019

academic services

interests

  • Table tennis
  • Card magic
  • Travel