Deliverables Open Research Data Pilot (1) Data Management Plan The document presents a plan for the management and sharing of the datasets collected and used during the project. Publications Peer reviewed articles (7) In the Land of MMUs: Multiarchitecture OS-Agnostic Virtual Memory Forensics Author(s): Andrea Oliveri, Davide Balzarotti Published in: ACM Transactions on Privacy and Security, Issue Volume 25Issue 4, 2022, ISSN 2471-2574 Publisher: ACM AUTOPROFILE: TOWARDS AUTOMATED PROFILE GENERATION FOR MEMORY ANALYSIS Author(s): Fabio Pagani, Davide Balzarotti Published in: ACM Transactions on Privacy and Security (TOPS), Issue Volume 25 Issue 1, 2022, ISSN 2471-2566 Publisher: ACM DOI: 10.1145/3485471 A Comparison of Systemic and Systematic Risks of Malware Encounters in Consumer and Enterprise Environments Author(s): Savino Dambra, Leyla Bilge, Davide Balzarotti Published in: ACM Transactions on Privacy and Security, 2022, ISSN 2471-2566 Publisher: ACM The evidence beyond the wall: Memory forensics in SGX environments Author(s): Flavio Toffalini, Andrea Oliveri, Mariano Graziano, Jianying Zhou, Davide Balzarotti Published in: Elsevier Forensic Science International: Digital Investigation, 2021, ISSN 2666-2817 Publisher: Elsevier Pre-processing Memory Dumps to Improve Similarity Score of Windows Modules Author(s): Miguel Martín-Pérez, Ricardo J.Rodríguez, Davide Balzarotti Published in: Elsevier Computers & Security, 2021, ISSN 0167-4048 Publisher: Pergamon Press Ltd. DOI: 10.1016/j.cose.2020.102119 Introducing the Temporal Dimension to Memory Forensics Author(s): Fabio Pagani, Oleksii Fedorov, Davide Balzarotti Published in: ACM Transactions on Privacy and Security, Issue 22/2, 2019, Page(s) 1-21, ISSN 2471-2566 Publisher: ACM DOI: 10.1145/3310355 A Close Look at a Daily Dataset of Malware Samples Author(s): Xabier Ugarte-Pedrero, Mariano Graziano, Davide Balzarotti Published in: ACM Transactions on Privacy and Security, Issue 22/1, 2019, Page(s) 1-30, ISSN 2471-2566 Publisher: ACM DOI: 10.1145/3291061 Conference proceedings (14) The Tangled Genealogy of IoT Malware Author(s): Emanuele Cozzi, Pierre-antoine Vervier, Matteo dell'Amico, Leyla Bilge, Davide Balzarotti Published in: Proceedings of the Annual Computer Security Applications Conference (ACSAC), Issue 2020, 2020 Publisher: ACM An OS-agnostic Approach to Memory Forensics Author(s): Andrea Oliveri, Matteo Dell'Amico, Davide Balzarotti Published in: Network and Distributed System Security (NDSS) Symposium, Issue 2023, 2023, ISBN 1-891562-83-5 Publisher: ISOC DOI: 10.14722/ndss.2023.23398 Decoding the Secrets of Machine Learning in Malware Classification: A Deep Dive into Datasets, Feature Extraction, and Model Performance Author(s): Savino Dambra, Yufei Han, Simone Aonzo, Platon Kotzias, Antonino Vitale, Juan Caballero, Davide Balzarotti, Leyla Bilge Published in: ACM conference on Computer and communications security (CCS), Issue 11/2023, 2023 Publisher: ACM How Machine Learning Is Solving the Binary Function Similarity Problem Author(s): Andrea Marcelli, Mariano Graziano, Xabier Ugarte-Pedrero, Yanick Fratantonio, Mohamad Mansouri, Davide Balzarotti Published in: USENIX Security Symposium, 2022 Publisher: Usenix When Malware Changed Its Mind: An Empirical Study of Variable Program Behaviors in the Real World Author(s): Erin Avllazagaj, Ziyun Zhu, Leyla Bilge, Davide Balzarotti, Tudor Dumitras Published in: USENIX Security Symposium, Issue 30th, 2021 Publisher: Usenix RE-Mind: a First Look Inside the Mind of a Reverse Engineer Author(s): Alessandro Mantovani, Simone Aonzo, Yanick Fratantonio, Davide Balzarotti Published in: USENIX Security Symposium, 2022 Publisher: Usenix Lost in the Loader: The Many Faces of the Windows PE File Format Author(s): Dario Nisi, Mariano Graziano, Yanick Fratantonio, Davide Balzarotti Published in: 24th International Symposium on Research in Attacks, Intrusions and Defenses, 2021 Publisher: ACM DOI: 10.1145/3471621.3471848 SoK: Cyber Insurance – Technical Challenges and a System Security Roadmap Author(s): Savino Dambra, Leyla Bilge, Davide Balzarotti Published in: 2020 IEEE Symposium on Security and Privacy (SP), Issue 2020, 2020, Page(s) 1367-1383, ISBN 978-1-7281-3497-0 Publisher: IEEE DOI: 10.1109/sp40000.2020.00019 When Malware is Packin' Heat; Limits of Machine Learning Classifiers Based on Static Analysis Features Author(s): Hojjat Aghakhani, Fabio Gritti, Francesco Mecca, Martina Lindorfer, Stefano Ortolani, Davide Balzarotti, Giovanni Vigna, Christopher Kruegel Published in: Proceedings 2020 Network and Distributed System Security Symposium, 2020, ISBN 1-891562-61-4 Publisher: Internet Society DOI: 10.14722/ndss.2020.24310 Does Every Second Count? Time-based Evolution of Malware Behavior in Sandboxes Author(s): Alexander Küchler, Alessandro Mantovani, Yufei Han, Leyla Bilge, Davide Balzarotti Published in: Network and Distributed System Security (NDSS) Symposium, 2021 Publisher: Internet Society Prevalence and Impact of Low-Entropy Packing Schemes in the Malware Ecosystem Author(s): Alessandro Mantovani, Simone Aonzo, Xabier Ugarte-Pedrero, Alessio Merlo, Davide Balzarotti Published in: Proceedings 2020 Network and Distributed System Security Symposium, 2020, ISBN 1-891562-61-4 Publisher: Internet Society DOI: 10.14722/ndss.2020.24297 Back to the Whiteboard: a Principled Approach for the Assessment and Design of Memory Forensic Techniques Author(s): Fabio Pagani, Davide Balzarotti Published in: Proceedings of the 28th USENIX Conference on Security Symposium, Issue 2019, 2019, Page(s) 1751-1768, ISBN 978-1-939133-06-9 Publisher: USENIX Association Berkeley Trust, But Verify: A Longitudinal Analysis Of Android OEM Compliance and Customization Author(s): Andrea Possemato, Simone Aonzo, Davide Balzarotti, Yanick Fratantonio Published in: IEEE Symposium on Security and Privacy, Issue 2022, 2022 Publisher: IEEE DOI: 10.1109/sp40001.2021.00074 Humans vs. Machines in Malware Classification Author(s): Simone Aonzo, Yufei Han,Alessandro Mantovani, Davide Balzarotti Published in: Usenix Security Symposium, Issue 2023, 2023, ISBN 978-1-939133-37-3 Publisher: Usenix Searching for OpenAIRE data... 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