Approximation opportunities in edge computing hardware: A systematic literature review

HJ Damsgaard, A Ometov, J Nurmi - ACM Computing Surveys, 2023 - dl.acm.org
With the increasing popularity of the Internet of Things and massive Machine Type
Communication technologies, the number of connected devices is rising. However, although …

Security threat analyses and attack models for approximate computing systems: From hardware and micro-architecture perspectives

P Yellu, L Buell, M Mark, MA Kinsy, D Xu… - ACM Transactions on …, 2021 - dl.acm.org
Approximate computing (AC) represents a paradigm shift from conventional precise
processing to inexact computation but still satisfying the system requirement on accuracy …

Securing approximate computing systems via obfuscating approximate-precise boundary

P Yellu, Q Yu - IEEE Transactions on Computer-Aided Design …, 2022 - ieeexplore.ieee.org
Approximate computing (AC) techniques have been leveraged to improve computing
performance and energy efficiency with minor degradation in accuracy. Recent literature …

INEAD: Intermediate Node Evaluation-based Attack Detection for Secure Approximate Computing Systems

P Yellu, N Chennagouni, Q Yu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Approximate computing techniques that trade accuracy for better computing performance
and energy efficiency have been widely used in many computation-intensive applications …

Leveraging Intermediate Node Evaluation to Secure Approximate Computing for AI Applications

P Yellu, N Chennagouni, Q Yu - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Artificial Intelligence (AI) has been widely applied to homeland security to speed up target
recognition, threat analysis, and decision-making. The intensive computation required by AI …

Dishonest Approximate Computing: A Coming Crisis for Cloud Clients

Y Wang, J Dong, M Han, J Wu, G Qu - arXiv preprint arXiv:2405.15322, 2024 - arxiv.org
Approximate Computing (AC) has emerged as a promising technique for achieving energy-
efficient architectures and is expected to become an effective technique for reducing the …

Exploring Approximate Memory for Energy-Efficient Computing

NA Badawi, M Masadeh… - 2024 ASU International …, 2024 - ieeexplore.ieee.org
Approximate computing (AC) has emerged in response to the growing need for energy-
efficient solutions. AC can be implemented either in hardware or software and involves …

MAAS: Hiding Trojans in Approximate Circuits

QA Ahmed, M Awais, M Platzner - 2023 24th International …, 2023 - ieeexplore.ieee.org
Automated frameworks for approximate accelerator synthesis employ an iterative search-
based approach to generate approximate instances of hardware. While offering distinct …

Security enhancements for approximate machine learning

H Li, Y Pang, J Zhang - Proceedings of the 2021 on Great Lakes …, 2021 - dl.acm.org
Approximate computing techniques for error-tolerant machine learning applications are
gaining interest, promising a energy-accuracy balance for modern digital computing …

Securing Approximate Computing Systems

P Yellu - 2023 - search.proquest.com
Approximate Computing (AC) techniques have been leveraged to improve computing
performance and energy efficiency with minor degradation in accuracy. Different than …