Marco Melis

According to our database, Marco Melis authored at least 20 papers between 2004 and 2022.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2022

secml: Secure and explainable machine learning in Python.

Maura Pintor, Luca Demetrio, Angelo Sotgiu, Marco Melis, Ambra Demontis, Battista Biggio

SoftwareX, 2022

Do gradient-based explanations tell anything about adversarial robustness to android malware?

Marco Melis, Michele Scalas, Ambra Demontis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli

Int. J. Mach. Learn. Cybern., 2022

FADER: Fast adversarial example rejection.

Francesco Crecchi, Marco Melis, Angelo Sotgiu, Davide Bacciu, Battista Biggio

Neurocomputing, 2022

The Multi-Sensor Gateway, a Unified Communication Scheme and Orchestration Actor for Heterogeneous Systems.

Tiziana Fanni, Giuseppe Meloni, Marco Melis, Antonio Solinas, Maria Katiuscia Zedda

Proceedings of the CPS Summer School PhD Workshop 2022 co-located with 4th Edition of the CPS Summer School (CPS 2022), 2022

2020

Deep neural rejection against adversarial examples.

Angelo Sotgiu, Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Xiaoyi Feng, Fabio Roli

EURASIP J. Inf. Secur., 2020

2019

Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection.

Ambra Demontis, Marco Melis, Battista Biggio, Davide Maiorca, Daniel Arp, Konrad Rieck, Igino Corona, Giorgio Giacinto, Fabio Roli

IEEE Trans. Dependable Secur. Comput., 2019

secml: A Python Library for Secure and Explainable Machine Learning.

Marco Melis, Ambra Demontis, Maura Pintor, Angelo Sotgiu, Battista Biggio

CoRR, 2019

Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks.

Ambra Demontis, Marco Melis, Maura Pintor, Matthew Jagielski, Battista Biggio, Alina Oprea, Cristina Nita-Rotaru, Fabio Roli

Proceedings of the 28th USENIX Security Symposium, 2019

2018

On the Intriguing Connections of Regularization, Input Gradients and Transferability of Evasion and Poisoning Attacks.

Ambra Demontis, Marco Melis, Maura Pintor, Matthew Jagielski, Battista Biggio, Alina Oprea, Cristina Nita-Rotaru, Fabio Roli

CoRR, 2018

Explaining Black-box Android Malware Detection.

Marco Melis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli

Proceedings of the 26th European Signal Processing Conference, 2018

2017

Is Deep Learning Safe for Robot Vision? Adversarial Examples Against the iCub Humanoid.

Marco Melis, Ambra Demontis, Battista Biggio, Gavin Brown, Giorgio Fumera, Fabio Roli

Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017

2016

Super-Sparse Learning in Similarity Spaces.

Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Fabio Roli

IEEE Comput. Intell. Mag., 2016

2015

Fast Image Classification with Reduced Multiclass Support Vector Machines.

Marco Melis, Luca Piras, Battista Biggio, Giorgio Giacinto, Giorgio Fumera, Fabio Roli

Proceedings of the Image Analysis and Processing - ICIAP 2015, 2015

Sparse support faces.

Battista Biggio, Marco Melis, Giorgio Fumera, Fabio Roli

Proceedings of the International Conference on Biometrics, 2015

2006

Evaluating the impact of test-first programming and pair programming through software process simulation.

Marco Melis, Ivana Turnu, Alessandra Cau, Giulio Concas

Softw. Process. Improv. Pract., 2006

Modeling and simulation of open source development using an agile practice.

Ivana Turnu, Marco Melis, Alessandra Cau, Alessio Setzu, Giulio Concas, Katiuscia Mannaro

J. Syst. Archit., 2006

2005

Evaluate XP Effectiveness Using Simulation Modeling.

Alessandra Cau, Giulio Concas, Marco Melis, Ivana Turnu

Proceedings of the Extreme Programming and Agile Processes in Software Engineering, 2005

2004

Requirements of an ISO Compliant XP Tool.

Marco Melis, Walter Ambu, Sandro Pinna, Katiuscia Mannaro

Proceedings of the Extreme Programming and Agile Processes in Software Engineering, 2004

Empirical Analysis on the Satisfaction of IT Employees Comparing XP Practices with Other Software Development Methodologies.

Katiuscia Mannaro, Marco Melis, Michele Marchesi

Proceedings of the Extreme Programming and Agile Processes in Software Engineering, 2004

APPROACH: Decentralised Rotation Planning for Container Barges.

Martijn C. Schut, Michael Kentrop, Mark Leenaarts, Marco Melis, Ian Miller

Proceedings of the 16th Eureopean Conference on Artificial Intelligence, 2004