2019 International Conference On Computer Aided Design

The Premier Conference Devoted to Technical Innovations in Electronic Design Automation

November 4-7, 2019The Westin Westminster Westminster, CO

v class="event-details"> MP Associates, Inc.

MONDAY November 05, 4:15pm - 5:45pm | Riveria
EVENT TYPE: REGULAR SESSION

SESSION 3C
Adaptive Power and Precision Optimization Using Machine Learning and Approximate Computing
Moderator:
Elaheh Bozorgzadeh - Univ. of California, Irvine
This session includes three papers which propose adaptive algorithms to optimize the energy efficiency and fixed-point precision. The first paper presents a novel reinforcement learning approach to co-optimize the power delivery and consumption of multicore systems. The second paper considered power-hungry augmented reality applications on mobile devices and presents an automated technique to minimize energy consumption without degrading the quality. Finally, the last paper employs a Q-Learning algorithm to adaptively optimize the precision of stochastic gradient descent in deep neural network (DNN) training.

3C.1Co-Manage Power Delivery and Consumption for Manycore Systems Using Reinforcement Learning
 Speaker: Haoran Li - The Hong Kong University of Science and Technology
 Authors: Haoran Li - The Hong Kong University of Science and Technology
Zhongyuan Tian - Hong Kong Univ. of Science and Technology
Rafael Kioji Vivas Maeda - The Hong Kong University of Science and Technology
Xuanqi Chen - The Hong Kong University of Science and Technology
Jun Feng - The Hong Kong University of Science and Technology
Jiang Xu - The Hong Kong University of Science and Technology
3C.2Adaptive-Precision Framework for SGD Using Deep Q-Learning
 Speaker: Wentai Zhang - Peking Univ.
 Authors: Wentai Zhang - Peking Univ.
Hanxian Huang - Peking Univ.
Jiaxi Zhang - Peking Univ.
Ming Jiang - Peking Univ.
Guojie Luo - Peking Univ.
3C.3Differentiated Handling of Physical Scenes and Virtual Objects for Mobile Augmented Reality
 Speaker: Chih-Hsuan Yen - National Taiwan Univ.
 Authors: Chih-Hsuan Yen - National Taiwan Univ.
Wei-Ming Chen - National Taiwan Univ.
Pi-Cheng Hsiu - Academia Sinica
Tei-Wei Kuo - National Taiwan Univ.