Jamie S. Evans

2 accepted papers

2023

Hardware-Limited Non-Uniform Task-Based Quantizers

Neil Irwin Bernardo, Jingge Zhu, Yonina C. Eldar, Jamie S. Evans

ICASSP 2023accepted

Hardware-limited task-based quantization is a new design paradigm for data acquisition systems equipped with scalar analog-to-digital converters using a small number of bits. By taking into account the system task, task-based quantizers can efficiently recover the desired parameters from the low-bit…

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2023

On the Value of Stochastic Side Information in Online Learning

Junzhang Jia, Xuetong Wu, Jamie S. Evans, Jingge Zhu

ICASSP 2023accepted

We study the effectiveness of stochastic side information in deterministic online learning scenarios. We propose a forecaster to predict a deterministic sequence where its performance is evaluated against an expert class. We assume that certain stochastic side information is available to the forecas…

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