September 2019, Volume 9, Issue 3

Research From the IEEE IBM AI Compute and Emerging Technology Symposia
Matthew M. Ziegler; Krishnan Kailas; Xin Zhang; Rajiv V. Joshi
A Programmable Hyper-Dimensional Processor Architecture for Human-Centric IoT
Sohum Datta; Ryan A. G. Antonio; Aldrin R. S. Ison; Jan M. Rabaey
Efficient Network Construction Through Structural Plasticity
Xiaocong Du; Zheng Li; Yufei Ma; Yu Cao
Enabling Non-Hebbian Learning in Recurrent Spiking Neural Processors With Hardware-Friendly On-Chip Intrinsic Plasticity
Yu Liu; Wenrui Zhang; Peng Li
Structured Learning for Action Recognition in Videos
Yinghan Long; Gopalakrishnan Srinivasan; Priyadarshini Panda; Kaushik Roy
Hierarchical Memory System With STT-MRAM and SRAM to Support Transfer and Real-Time Reinforcement Learning in Autonomous Drones
Insik Yoon; Malik Aqeel Anwar; Rajiv V. Joshi; Titash Rakshit; Arijit Raychowdhury
CAMEL: An Adaptive Camera With Embedded Machine Learning-Based Sensor Parameter Control
Burhan Ahmad Mudassar; Priyabrata Saha; Yun Long; Mohammad Faisal Amir; Evan Gebhardt; Taesik Na; Jong Hwan Ko; Marilyn Wolf; Saibal Mukhopadhyay
Byzantine-Tolerant Inference in Distributed Deep Intelligent System: Challenges and Opportunities
Jinhang Choi; Zeinab Hakimi; John Sampson; Vijaykrishnan Narayanan
Sensitivity-Based Error Resilient Techniques With Heterogeneous Multiply–Accumulate Unit for Voltage Scalable Deep Neural Network Accelerators
Dongyeob Shin; Wonseok Choi; Jongsun Park; Swaroop Ghosh
A Historical Perspective on Hardware AI Inference, Charge-Based Computational Circuits and an 8 bit Charge-Based Multiply-Add Core in 16 nm FinFET CMOS
Kayode A. Sanni; Andreas G. Andreou
Tightly Coupled Machine Learning Coprocessor Architecture With Analog In-Memory Computing for Instruction-Level Acceleration
SungWon Chung; Jiemi Wang
A Perspective on Test Methodologies for Supervised Machine Learning Accelerators
Seyedhamidreza Motaman; Swaroop Ghosh; Jongsun Park
Impact of Non-Ideal Characteristics of Resistive Synaptic Devices on Implementing Convolutional Neural Networks
Xiaoyu Sun; Shimeng Yu
Input-Aware Flow-Based Computing on Memristor Crossbars With Applications to Edge Detection
Dwaipayan Chakraborty; Sunny Raj; Steven Lawrence Fernandes; Sumit Kumar Jha