Reliable Binarized Neural Networks on Unreliable Beyond Von-Neumann Architecture

Author:

Yayla Mikail1ORCID,Thomann Simon2,Buschjager Sebastian3ORCID,Morik Katharina3ORCID,Chen Jian-Jia1ORCID,Amrouch Hussam2ORCID

Affiliation:

1. Design Automation for Embedded Systems Group, TU Dortmund University, Dortmund, Germany

2. Chair for Semiconductor Test and Reliability (STAR), University of Stuttgart, Stuttgart, Germany

3. Artificial Intelligence Group, TU Dortmund University, Dortmund, Germany

Funder

Collaborative Research Center SFB 876 “Providing information by resource-constrained analysis”

German Competence Center for Machine Learning Rhine Ruhr

German Federal Ministry for Education and Research

Deutsche Forschungsgemeinschaft (DFG) Project OneMemory

DFG Project ACCROSS

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Hardware and Architecture

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. FeFET Reliability Modeling for In-Memory Computing: Challenges, Perspective, and Emerging Trends;IEEE Transactions on Electron Devices;2024-01

2. Advancements in Artificial Intelligence Circuits and Systems (AICAS);Electronics;2023-12-26

3. Unlocking Efficiency in BNNs: Global by Local Thresholding for Analog-Based HW Accelerators;IEEE Journal on Emerging and Selected Topics in Circuits and Systems;2023-12

4. The True Cost of Errors in Emerging Memory Devices: A Worst-Case Analysis of Device Errors in IMC for Safety-Critical Applications;2023 19th International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design (SMACD);2023-07-03

5. FeFET-Based Logic-in-Memory Supporting SA-Free Write-Back and Fully Dynamic Access With Reduced Bitline Charging Activity and Recycled Bitline Charge;IEEE Transactions on Circuits and Systems I: Regular Papers;2023-06

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