3 papers
Synthetic Data: AI's New Weapon Against Android Malware
Angelo Gaspar Diniz Nogueira, Kayua Oleques Paim, Hendrio Bragança +2
The ever-increasing number of Android devices and the accelerated evolution of malware, reaching over 35 million samples by 2024, highlight the critical importance of effective det…
Reducing Instability in Synthetic Data Evaluation with a Super-Metric in MalDataGen
Anna Luiza Gomes da Silva, Diego Kreutz, Angelo Diniz +2
Evaluating the quality of synthetic data remains a persistent challenge in the Android malware domain due to instability and the lack of standardization among existing metrics. Thi…
Assessing the Impact of Post-Quantum Digital Signature Algorithms on Blockchains
Alison Gonçalves Schemitt, Henrique Fan da Silva, Roben Castagna Lunardi +3
The advent of quantum computing threatens the security of traditional encryption algorithms, motivating the development of post-quantum cryptography (PQC). In 2024, the National In…