Publications

Conferences

  • Analytical Guarantees on Numerical Precision of Deep Neural Networks - Charbel Sakr, Yongjune Kim, Naresh Shanbhag - ICML 2017 (accepted)
  • PredictiveNet: an Energy-Efficient Convolutional Neural Network via Zero Prediction - Yingyan Lin, Charbel Sakr, Yongjune Kim, Naresh Shanbhag - ISCAS 2017 - PDF
  • Minimum Precision Requirements for the SVM-SGD Learning Algorithm - Charbel Sakr, Ameya Patil, Sai Zhang, Yongjune Kim, Naresh Shanbhag - ICASSP 2017 - PDF

E-Prints

  • Understanding the Energy the Energy and Precision Requirements for Online Learning - Charbel Sakr, Ameya Patil, Sai Zhang, Yongjune Kim, Naresh Shanbhag - arXiv
  • Reducing the Energy Cost of Inference via In-Sensor Information Processing - Sai Zhang, Mingu Kang, Charbel Sakr, Naresh Shanbhag - arXiv