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Marchisio, Alberto

Main Affiliation Organisationszuordnung

E191-02 - Forschungsbereich Embedded Computing Systems

Own Publications Eigene Publikationen

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	Author(s)	Title	Type	Issue Date
1	Marchisio, Alberto ; Shafique, Muhammad	Embedded Neuromorphic Using Intel’s Loihi Processor	Book Contribution Buchbeitrag	10-Oct-2023
2	Marchisio, Alberto ; Hanif, Muhammad Abdullah ; Shafique, Muhammad	Adversarial ML for DNNs, CapsNets, and SNNs at the Edge	Book Contribution Buchbeitrag	7-Oct-2023
3	Marchisio, Alberto ; De Marco, Antonio ; Colucci, Alessio ; Martina, Maurizio ; Shafique, Muhammad	RobCaps: Evaluating the Robustness of Capsule Networks against Affine Transformations and Adversarial Attacks	Inproceedings Konferenzbeitrag	2-Aug-2023
4	Marchisio, Alberto ; Nanfa, Giorgio ; Khalid, Faiq ; Hanif, Muhammad Abdullah ; Martina, Maurizio ; Shafique, Muhammad	SeVuc: A study on the Security Vulnerabilities of Capsule Networks against adversarial attacks	Article Artikel	Feb-2023
5	Marchisio, Alberto ; Teodonio, Federico ; Rizzi, Antonello ; Shafique, Muhammad	ISMatch: A real-time hardware accelerator for inexact string matching of DNA sequences on FPGA	Article Artikel	2023
6	Marchisio, Alberto ; Dura, Davide ; Capra, Maurizio ; Martina, Maurizio ; Masera, Guido ; Shafique, Muhammad	SwiftTron: An Efficient Hardware Accelerator for Quantized Transformers	Inproceedings Konferenzbeitrag	2023
7	Marchisio, Alberto	Cross-Layer Optimizations for Energy-Efficiency and Robustness of Advanced Machine Learning Architectures	Thesis Hochschulschrift	2023
8	Viale, Alberto ; Marchisio, Alberto ; Martina, Maurizio ; Masera, Guido ; Shafique, Muhammad	LaneSNNs: Spiking Neural Networks for Lane Detection on the Loihi Neuromorphic Processor	Inproceedings Konferenzbeitrag	Dec-2022
9	Marchisio, Alberto ; Mrazek, Vojtech ; Massa, Andrea ; Bussolino, Beatrice ; Martina, Maurizio ; Shafique, Muhammad	RoHNAS: A Neural Architecture Search Framework With Conjoint Optimization for Adversarial Robustness and Hardware Efficiency of Convolutional and Capsule Networks	Article Artikel	13-Oct-2022
10	Marchisio, Alberto ; Bussolino, Beatrice ; Salvati, Edoardo ; Martina, Maurizio ; Masera, Guido ; Shafique, Muhammad	Enabling Capsule Networks at the Edge through Approximate Softmax and Squash Operations	Inproceedings Konferenzbeitrag	2022
11	Nikfam, Farzad ; Marchisio, Alberto ; Martina, Maurizio ; Shafique, Muhammad	AccelAT: A Framework for Accelerating the Adversarial Training of Deep Neural Networks Through Accuracy Gradient	Article Artikel	2022
12	Dave, Shail ; Marchisio, Alberto ; Hanif, Muhammad Abdullah ; Guesmi, Amira ; Shrivastava, Aviral ; Alouani, Ihsen ; Shafique, Muhammad	Special Session: Towards an Agile Design Methodology for Efficient, Reliable, and Secure ML Systems	Inproceedings Konferenzbeitrag	2022
13	Hanif, Muhammad Abdullah ; Sarda, Giuseppe Maria ; Marchisio, Alberto ; Masera, Guido ; Martina, Maurizio ; Shafique, Muhammad	CoNLoCNN: Exploiting Correlation and Non-Uniform Quantization for Energy-Efficient Low-precision Deep Convolutional Neural Networks	Inproceedings Konferenzbeitrag	2022
14	Marchisio, Alberto ; Caramia, Giovanni ; Martina, Maurizio ; Shafique, Muhammad	fakeWeather: Adversarial Attacks for Deep Neural Networks Emulating Weather Conditions on the Camera Lens of Autonomous Systems	Inproceedings Konferenzbeitrag	2022
15	Colucci, Alessio ; Juhasz, David ; Mosbeck, Martin ; Marchisio, Alberto ; Rehman, Semeen ; Kreutzer, Manfred ; Nadbath, Gunther ; Jantsch, Axel ; Shafique, Muhammad	MLComp: A Methodology for Machine Learning-based Performance Estimation and Adaptive Selection of Pareto-Optimal Compiler Optimization Sequences	Konferenzbeitrag Inproceedings	2021
16	El-Allami, Rida ; Marchisio, Alberto ; Shafique, Muhammad ; Alouani, Ihsen	Securing Deep Spiking Neural Networks against Adversarial Attacks through Inherent Structural Parameters	Konferenzbeitrag Inproceedings	2021
17	Viale, Alberto ; Marchisio, Alberto ; Martina, Maurizio ; Masera, Guido ; Shafique, Muhammad	CarSNN: An Efficient Spiking Neural Network for Event-Based Autonomous Cars on the Loihi Neuromorphic Research Processor	Konferenzbeitrag Inproceedings	2021
18	Shafique, Muhammad ; Marchisio, Alberto ; Wicaksana Putra, Rachmad Vidya ; Hanif, Muhammad Abdullah	Towards Energy-Efficient and Secure Edge AI: A Cross-Layer Framework ICCAD Special Session Paper	Konferenzbeitrag Inproceedings	2021
19	Marchisio, Alberto ; Pira, Giacomo ; Martina, Maurizio ; Masera, Guido ; Shafique, Muhammad	DVS-Attacks: Adversarial Attacks on Dynamic Vision Sensors for Spiking Neural Networks	Konferenzbeitrag Inproceedings	2021
20	Marchisio, Alberto ; Mrazek, Vojtech ; Hanif, Muhammad Abdullah ; Shafique, Muhammad	FEECA: Design Space Exploration for Low-Latency and Energy-Efficient Capsule Network Accelerators	Artikel Article	2021