activity
20202025
most citedMachine Learning (In) Security: A Stream of Problems

37 citations · 43 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CR2025★ 2 cited

One Video to Steal Them All: 3D-Printing IP Theft through Optical Side-Channels

Twisha Chattopadhyay, Fabricio Ceschin, Marco E. Garza +5

The 3D printing industry is rapidly growing and increasingly adopted across various sectors including manufacturing, healthcare, and defense. However, the operational setup often i…

cs.CR2022★ 1 cited

Fast & Furious: Modelling Malware Detection as Evolving Data Streams

Fabrício Ceschin, Marcus Botacin, Heitor Murilo Gomes +3

Malware is a major threat to computer systems and imposes many challenges to cyber security. Targeted threats, such as ransomware, cause millions of dollars in losses every year. T…

cs.LG2021

Online Binary Models are Promising for Distinguishing Temporally Consistent Computer Usage Profiles

Luiz Giovanini, Fabrício Ceschin, Mirela Silva +11

This paper investigates whether computer usage profiles comprised of process-, network-, mouse-, and keystroke-related events are unique and consistent over time in a naturalistic…

cs.SI2020★ 3 cited

People Still Care About Facts: Twitter Users Engage More with Factual Discourse than Misinformation--A Comparison Between COVID and General Narratives on Twitter

Mirela Silva, Fabrício Ceschin, Prakash Shrestha +7

Misinformation entails the dissemination of falsehoods that leads to the slow fracturing of society via decreased trust in democratic processes, institutions, and science. The publ…

cs.CR2020★ 37 cited

Machine Learning (In) Security: A Stream of Problems

Fabrício Ceschin, Marcus Botacin, Albert Bifet +4

Machine Learning (ML) has been widely applied to cybersecurity and is considered state-of-the-art for solving many of the open issues in that field. However, it is very difficult t…