Hao Li

Ph.D. in Computer Science
University of Maryland, College Park
haoli@cs.umd.edu
Curriculum Vitae | Google Scholar | Github | Twitter

I am an Applied Scientist at Amazon Web Services, Seattle. I got my PhD in Computer Science from University of Maryland, College Park, advised by Prof. Hanan Samet and Prof. Tom Goldstein. My PhD research lie at the intersection of machine learning ​and system, e.g., designing efficient and scalable machine learning algorithms for high-performance and resource-constrained systems. I had been working on efficient and interpretable representation learning, including model pruning, quantization and loss surface visualization.

Thesis

Selected Papers

Academic Services

  • Journal Reviewer​
    • Journal of Machine Learning Research (JMLR)
    • International Journal of Computer Vision (IJCV)
    • IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
    • IEEE Transactions on Neural Network and Learning Systems (TNNLS)
    • IEEE Transactions on Multimedia (TMM)
    • Neurocomputing
  • Conference Reviewer
    • Neural Information Processing Systems (NIPS), 2016, 2018, 2019
    • International Conference on Machine Learning (ICML), 2019
    • International Conference on Learning Representations (ICLR), 2019
    • International Conference on Computer Vision (ICCV), 2019
    • Computer Vision and Pattern Recognition (CVPR), 2019
    • Knowledge Discovery and Data Mining (KDD), 2019
    • AAAI Conference on Artificial Intelligence (AAAI), 2019