Marco Melis

Publication Activity (10 Years)

Years Active: 2004-2022
Publications (10 Years): 19

Top Topics

Machine Learning

Multiclass Support Vector Machines

Malware Detection

Top Venues

USENIX Security Symposium

IEEE Comput. Intell. Mag.

Publications

Maura Pintor, Luca Demetrio, Angelo Sotgiu, Marco Melis, Ambra Demontis, Battista Biggio
secml: Secure and explainable machine learning in Python. SoftwareX 18 (2022)
Tiziana Fanni, Giuseppe Meloni, Marco Melis, Antonio Solinas, Maria Katiuscia Zedda
The Multi-Sensor Gateway, a Unified Communication Scheme and Orchestration Actor for Heterogeneous Systems. CPS Summer School, PhD Workshop (2022)
Marco Melis, Michele Scalas, Ambra Demontis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli
Do gradient-based explanations tell anything about adversarial robustness to android malware? Int. J. Mach. Learn. Cybern. 13 (1) (2022)
Francesco Crecchi, Marco Melis, Angelo Sotgiu, Davide Bacciu, Battista Biggio
FADER: Fast adversarial example rejection. Neurocomputing 470 (2022)
Marco Melis, Michele Scalas, Ambra Demontis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli
Do Gradient-based Explanations Tell Anything About Adversarial Robustness to Android Malware? CoRR (2020)
Francesco Crecchi, Marco Melis, Angelo Sotgiu, Davide Bacciu, Battista Biggio
FADER: Fast Adversarial Example Rejection. CoRR (2020)
Angelo Sotgiu, Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Xiaoyi Feng, Fabio Roli
Deep neural rejection against adversarial examples. EURASIP J. Inf. Secur. 2020 (2020)
Ambra Demontis, Marco Melis, Maura Pintor, Matthew Jagielski, Battista Biggio, Alina Oprea, Cristina Nita-Rotaru, Fabio Roli
Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks. USENIX Security Symposium (2019)
Ambra Demontis, Marco Melis, Battista Biggio, Davide Maiorca, Daniel Arp, Konrad Rieck, Igino Corona, Giorgio Giacinto, Fabio Roli
Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection. IEEE Trans. Dependable Secur. Comput. 16 (4) (2019)
Marco Melis, Ambra Demontis, Maura Pintor, Angelo Sotgiu, Battista Biggio
secml: A Python Library for Secure and Explainable Machine Learning. CoRR (2019)
Angelo Sotgiu, Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Xiaoyi Feng, Fabio Roli
Deep Neural Rejection against Adversarial Examples. CoRR (2019)
Marco Melis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli
Explaining Black-box Android Malware Detection. CoRR (2018)
Ambra Demontis, Marco Melis, Maura Pintor, Matthew Jagielski, Battista Biggio, Alina Oprea, Cristina Nita-Rotaru, Fabio Roli
On the Intriguing Connections of Regularization, Input Gradients and Transferability of Evasion and Poisoning Attacks. CoRR (2018)
Marco Melis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli
Explaining Black-box Android Malware Detection. EUSIPCO (2018)
Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Fabio Roli
Super-sparse Learning in Similarity Spaces. CoRR (2017)
Marco Melis, Ambra Demontis, Battista Biggio, Gavin Brown, Giorgio Fumera, Fabio Roli
Is Deep Learning Safe for Robot Vision? Adversarial Examples Against the iCub Humanoid. ICCV Workshops (2017)
Ambra Demontis, Marco Melis, Battista Biggio, Davide Maiorca, Daniel Arp, Konrad Rieck, Igino Corona, Giorgio Giacinto, Fabio Roli
Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection. CoRR (2017)
Marco Melis, Ambra Demontis, Battista Biggio, Gavin Brown, Giorgio Fumera, Fabio Roli
Is Deep Learning Safe for Robot Vision? Adversarial Examples against the iCub Humanoid. CoRR (2017)
Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Fabio Roli
Super-Sparse Learning in Similarity Spaces. IEEE Comput. Intell. Mag. 11 (4) (2016)
Battista Biggio, Marco Melis, Giorgio Fumera, Fabio Roli
Sparse support faces. ICB (2015)
Marco Melis, Luca Piras, Battista Biggio, Giorgio Giacinto, Giorgio Fumera, Fabio Roli
Fast Image Classification with Reduced Multiclass Support Vector Machines. ICIAP (2) (2015)
Marco Melis, Ivana Turnu, Alessandra Cau, Giulio Concas
Evaluating the impact of test-first programming and pair programming through software process simulation. Softw. Process. Improv. Pract. 11 (4) (2006)
Ivana Turnu, Marco Melis, Alessandra Cau, Alessio Setzu, Giulio Concas, Katiuscia Mannaro
Modeling and simulation of open source development using an agile practice. J. Syst. Archit. 52 (11) (2006)
Alessandra Cau, Giulio Concas, Marco Melis, Ivana Turnu
Evaluate XP Effectiveness Using Simulation Modeling. XP (2005)
Martijn C. Schut, Michael Kentrop, Mark Leenaarts, Marco Melis, Ian Miller
APPROACH: Decentralised Rotation Planning for Container Barges. ECAI (2004)
Marco Melis, Walter Ambu, Sandro Pinna, Katiuscia Mannaro
Requirements of an ISO Compliant XP Tool. XP (2004)
Katiuscia Mannaro, Marco Melis, Michele Marchesi
Empirical Analysis on the Satisfaction of IT Employees Comparing XP Practices with Other Software Development Methodologies. XP (2004)