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​
    • IEEE Transactions on Pattern Analysis and Machine Intelligence, 2018
    • IEEE Transactions on Neural Network and Learning Systems, 2018
    • IEEE Transactions on Industrial Informatics, 2015
    • Neurocomputing, 2015
    • Multimedia Systems, 2014
  • Conference Reviewer
    • International Conference on Machine Learning (ICML), 2019
    • Computer Vision and Pattern Recognition (CVPR), 2019
    • International Conference on Learning Representations (ICLR), 2019
    • AAAI Conference on Artificial Intelligence (AAAI), 2019
    • Neural Information Processing Systems (NIPS), 2016, 2018
    • European Conference on Computer Systems (EuroSys), 2018 (Shadow PC)
    • ACM Conf. on Information and Knowledge Management (CIKM), 2014
    • IEEE International Conference on Multimedia and Expo (ICME), 2013, 2014