Alberto Marchisio

Alberto Marchisio

Technische Universität Wien

H-index: 17

Europe-Austria

About Alberto Marchisio

Alberto Marchisio, With an exceptional h-index of 17 and a recent h-index of 17 (since 2020), a distinguished researcher at Technische Universität Wien, specializes in the field of machine learning, hardware architecture, resilience.

His recent articles reflect a diverse array of research interests and contributions to the field:

Embodied neuromorphic artificial intelligence for robotics: Perspectives, challenges, and research development stack

A Comparative Analysis of Hybrid-Quantum Classical Neural Networks

A Methodology to Study the Impact of Spiking Neural Network Parameters considering Event-Based Automotive Data

TinyCL: An Efficient Hardware Architecture for Continual Learning on Autonomous Systems

QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection

FedQNN: Federated Learning using Quantum Neural Networks

AdvQuNN: A Methodology for Analyzing the Adversarial Robustness of Quanvolutional Neural Networks

SNN4Agents: A Framework for Developing Energy-Efficient Embodied Spiking Neural Networks for Autonomous Agents

Alberto Marchisio Information

University

Position

Embedded Computing Systems Institute of Computer Engineering

Citations(all)

979

Citations(since 2020)

978

Cited By

175

hIndex(all)

17

hIndex(since 2020)

17

i10Index(all)

22

i10Index(since 2020)

22

Email

University Profile Page

Technische Universität Wien

Google Scholar

View Google Scholar Profile

Alberto Marchisio Skills & Research Interests

machine learning

hardware architecture

resilience

Top articles of Alberto Marchisio

Title

Journal

Author(s)

Publication Date

Embodied neuromorphic artificial intelligence for robotics: Perspectives, challenges, and research development stack

arXiv preprint arXiv:2404.03325

Rachmad Vidya Wicaksana Putra

Alberto Marchisio

Fakhreddine Zayer

Jorge Dias

Muhammad Shafique

2024/4/4

A Comparative Analysis of Hybrid-Quantum Classical Neural Networks

arXiv preprint arXiv:2402.10540

Kamila Zaman

Tasnim Ahmed

Muhammad Abdullah Hanif

Alberto Marchisio

Muhammad Shafique

2024/2/16

A Methodology to Study the Impact of Spiking Neural Network Parameters considering Event-Based Automotive Data

arXiv preprint arXiv:2404.03493

Iqra Bano

Rachmad Vidya Wicaksana Putra

Alberto Marchisio

Muhammad Shafique

2024/4/4

TinyCL: An Efficient Hardware Architecture for Continual Learning on Autonomous Systems

arXiv preprint arXiv:2402.09780

Eugenio Ressa

Alberto Marchisio

Maurizio Martina

Guido Masera

Muhammad Shafique

2024/2/15

QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection

arXiv preprint arXiv:2404.02595

Nouhaila Innan

Alberto Marchisio

Muhammad Shafique

Mohamed Bennai

2024/4/3

FedQNN: Federated Learning using Quantum Neural Networks

arXiv preprint arXiv:2403.10861

Nouhaila Innan

Muhammad Al-Zafar Khan

Alberto Marchisio

Muhammad Shafique

Mohamed Bennai

2024/3/16

AdvQuNN: A Methodology for Analyzing the Adversarial Robustness of Quanvolutional Neural Networks

arXiv preprint arXiv:2403.05596

Walid El Maouaki

Alberto Marchisio

Taoufik Said

Mohamed Bennai

Muhammad Shafique

2024/3/7

SNN4Agents: A Framework for Developing Energy-Efficient Embodied Spiking Neural Networks for Autonomous Agents

arXiv preprint arXiv:2404.09331

Rachmad Vidya Wicaksana Putra

Alberto Marchisio

Muhammad Shafique

2024/4/14

Studying the Impact of Quantum-Specific Hyperparameters on Hybrid Quantum-Classical Neural Networks

arXiv preprint arXiv:2402.10605

Kamila Zaman

Tasnim Ahmed

Muhammad Kashif

Muhammad Abdullah Hanif

Alberto Marchisio

...

2024/2/16

Sevuc: A study on the security vulnerabilities of capsule networks against adversarial attacks

Microprocessors and Microsystems

Alberto Marchisio

Giorgio Nanfa

Faiq Khalid

Muhammad Abdullah Hanif

Maurizio Martina

...

2023/2/1

Adversarial ML for DNNs, CapsNets, and SNNs at the Edge

Alberto Marchisio

Muhammad Abdullah Hanif

Muhammad Shafique

2023/10/7

Cross-Layer Optimizations for Energy-Efficiency and Robustness of Advanced Machine Learning Architectures

Alberto Marchisio

2023

A Homomorphic Encryption Framework for Privacy-Preserving Spiking Neural Networks

Information

Farzad Nikfam

Raffaele Casaburi

Alberto Marchisio

Maurizio Martina

Muhammad Shafique

2023/10/1

SwiftTron: An efficient hardware accelerator for quantized transformers

Alberto Marchisio

Davide Dura

Maurizio Capra

Maurizio Martina

Guido Masera

...

2023/6/18

A Survey on Quantum Machine Learning: Current Trends, Challenges, Opportunities, and the Road Ahead

Kamila Zaman

Alberto Marchisio

Muhammad Abdullah Hanif

Muhammad Shafique

2023/10/16

RobCaps: evaluating the robustness of capsule networks against affine transformations and adversarial attacks

Alberto Marchisio

Antonio De Marco

Alessio Colucci

Maurizio Martina

Muhammad Shafique

2023/6/18

Hardware and Software Optimizations for Capsule Networks

Alberto Marchisio

Beatrice Bussolino

Alessio Colucci

Vojtech Mrazek

Muhammad Abdullah Hanif

...

2023/10/10

ISMatch: A real-time hardware accelerator for inexact string matching of DNA sequences on FPGA

Microprocessors and Microsystems

Alberto Marchisio

Federico Teodonio

Antonello Rizzi

Muhammad Shafique

2023/3/1

Embedded Neuromorphic Using Intel’s Loihi Processor

Alberto Marchisio

Muhammad Shafique

2023/10/10

Enabling capsule networks at the edge through approximate softmax and squash operations

Alberto Marchisio

Beatrice Bussolino

Edoardo Salvati

Maurizio Martina

Guido Masera

...

2022/8/1

See List of Professors in Alberto Marchisio University(Technische Universität Wien)

Co-Authors

H-index: 52
Muhammad Shafique

Muhammad Shafique

New York University

H-index: 34
Aviral Shrivastava

Aviral Shrivastava

Arizona State University

H-index: 31
Theocharis (Theo) Theocharides

Theocharis (Theo) Theocharides

University of Cyprus

H-index: 30
Semeen Rehman

Semeen Rehman

Technische Universität Wien

H-index: 26
Guido Masera

Guido Masera

Politecnico di Torino

H-index: 25
Maurizio Martina

Maurizio Martina

Politecnico di Torino

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