UCI IASL

Intelligent and Autonomous Systems Lab

Intelligent and Autonomous Systems Lab

Computer Science Department, Donald Bren School of Information and Computer Sciences, University of California, Irvine

Juliano Siloto Assine

Ph.D. Student (Computer Science)

Research Interests

  • Dynamic Neural Networks
  • Split Computing / Neural Compression
  • Edge Deep Learning
  • Deep Learning for Telecommunications

Education

  • 2022 – MSc in Electrical Engineering, University of Campinas, Brazil
  • 2015 – B.Eng in Computer Engineering, University of Campinas, Brazil

Publications and Preprints

  1. J. S. Assine, J. Santos Filho, E. Valle, and M. Levorato. Slimmable encoders for flexible split dnns in bandwidth and resource constrained iot systems. In 2023 IEEE 24rd International Symposium on a World of Wireless, Mobile and Multimedia Networks (WoWMoM). IEEE, 2023.
  2. J. S. Assine, J. Santos Filho, and E. Valle. Collaborative object detectors adaptive to bandwidth and computation. In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2022
  3. J. S. Assine, A. Godoy, and E. Valle. Compressing representations for embedded deep learning. arXiv preprint arXiv:1911.10321, 2019.
  4. J. S. Assine, A. Bravalheri, H. Carvalho, M. Garrich, Y. Fei, X. Wang, A. Fumagalli, and J. Oliveira. Sdn-enabled backpropagation correction for osnr estimation and optimization in under-monitored edfa-based optical links. In ECOC 2016; 42nd European Conference on Optical Communication, pages 1–3. VDE, 2016.