In-memory and in-sensor reservoir computing with memristive devices

N Lin, J Chen, R Zhao, Y He, K Wong, Q Qiu… - APL Machine …, 2024 - pubs.aip.org
Despite the significant progress made in deep learning on digital computers, their energy
consumption and computational speed still fall short of meeting the standards for brain-like …

Architecture-circuit-technology co-optimization for resistive random access memory-based computation-in-memory chips

Y Liu, B Gao, J Tang, H Wu, H Qian - Science China Information Sciences, 2023 - Springer
Abstract Computation-in-memory (CIM) chips offer an energy-efficient approach to artificial
intelligence computing workloads. Resistive random-access memory (RRAM)-based CIM …

Safe, secure and trustworthy compute-in-memory accelerators

Z Wang, Y Wu, Y Park, WD Lu - Nature Electronics, 2024 - nature.com
Abstract Compute-in-memory (CIM) accelerators based on emerging memory devices are of
potential use in edge artificial intelligence and machine learning applications due to their …

Physical unclonable in-memory computing for simultaneous protecting private data and deep learning models

W Yue, K Wu, Z Li, J Zhou, Z Wang, T Zhang… - Nature …, 2025 - nature.com
Compute-in-memory based on resistive random-access memory has emerged as a
promising technology for accelerating neural networks on edge devices. It can reduce …

Accelerating polynomial modular multiplication with crossbar-based compute-in-memory

M Li, H Geng, M Niemier, XS Hu - 2023 IEEE/ACM International …, 2023 - ieeexplore.ieee.org
Lattice-based cryptographic algorithms built on ring learning with error theory are gaining
importance due to their potential for providing post-quantum security. However, these …

System Support for Environmentally Sustainable Computing in Data Centers

F Chen - 2024 IEEE Computer Society Annual Symposium on …, 2024 - ieeexplore.ieee.org
Modern data centers suffer from a growing carbon footprint due to insufficient support for
environmental sus-tainability. While hardware accelerators and renewable energy have …