Link to PDF V. Ha and O. Sentieys. “Leveraging Bayesian Optimization to Speed Up Automatic Precision Tuning”. 24th IEEE/ACM Design, Automation and Test in Europe (DATE), 2021.
ARXIV PDF E. Dupuis, D. Novo, I. O’Connor and A. Bosio, ” Fast Exploration of Weight Sharing Opportunities for CNN Compression,” Workshop on System-level Design Methods for Deep Learning on Heterogeneous Architectures (SLOHA 2021) in conjunction with DATE 2021.
Alberto Bosio, “Making AI Applications Robust, Secure and Efficient: AxC to the Rescue”, Tutorial HIPEAC 2021.
Link to PDF E. Dupuis, D. Novo, I. O’Connor and A. Bosio, “Sensitivity Analysis and Compression Opportunities in DNNs Using Weight Sharing,” 23rd International Symposium on Design and Diagnostics of Electronic Circuits & Systems (DDECS), 2020, pp. 1-6.
Link to PDF on HAL E. Dupuis, D. Novo, I. O’Connor and A. Bosio, “On the Automatic Exploration of Weight Sharing for Deep Neural Network Compression,” IEEE/ACM Design, Automation & Test in Europe Conference (DATE), 2020, pp. 1319-1322.
Alberto Bosio, “Security in an Approximated World”, Tutorial HIPEAC 2020.
PDF on HAL V. Ha, T. Yuki, and O. Sentieys. “Towards Generic and Scalable Word-Length Optimization”. 23rd IEEE/ACM Design, Automation and Test in Europe (DATE), Mar. 9, 2020, pp. 1–6.
PDF on HAL Alberto Bosio, Olivier Sentieys, Daniel Menard, “A Comprehensive Analysis of Approximate Computing Techniques: From Component- to Application-Level”, Tutorial DATE 2019.