Energy Efficiency and Robustness of Advanced Machine Learning Architectures

Energy Efficiency and Robustness of Advanced Machine Learning Architectures

A Cross-Layer Approach

Shafique, Muhammad; Marchisio, Alberto

Taylor & Francis Ltd

11/2024

347

Dura

9781032855509

Pré-lançamento - envio 15 a 20 dias após a sua edição

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Chapter 01 Introduction Chapter 02 Background and Related Work Chapter 03 Hardware and Software Optimizations for Capsule Networks Chapter 04 Adversarial Security Threats for DNNs and CapsNets Chapter 05 Integration of Multiple Design Objectives into NAS Frameworks for CapsNets and DNNs Chapter 06 Efficient Optimizations for Spiking Neural Networks on Neuromorphic Hardware Chapter 07 Security Threats for SNNs on Discrete and Event-Based Data Chapter 08 Conclusion and Outlook Bibliography
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AI;Cybersecurity;Deep Learning;Edge Computing;Neural Networks;Processing Element