136 citations · 203 across the 3 of their papers we have counts for
4 papers
Language Models for Novelty Detection in System Call Traces
Quentin Fournier, Daniel Aloise, Leandro R. Costa
Due to the complexity of modern computer systems, novel and unexpected behaviors frequently occur. Such deviations are either normal occurrences, such as software updates and new u…
On Improving Deep Learning Trace Analysis with System Call Arguments
Quentin Fournier, Daniel Aloise, Seyed Vahid Azhari +1
Kernel traces are sequences of low-level events comprising a name and multiple arguments, including a timestamp, a process id, and a return value, depending on the event. Their ana…
Empirical comparison between autoencoders and traditional dimensionality reduction methods
Quentin Fournier, Daniel Aloise
In order to process efficiently ever-higher dimensional data such as images, sentences, or audio recordings, one needs to find a proper way to reduce the dimensionality of such dat…
A Practical Survey on Faster and Lighter Transformers
Quentin Fournier, Gaétan Marceau Caron, Daniel Aloise
Recurrent neural networks are effective models to process sequences. However, they are unable to learn long-term dependencies because of their inherent sequential nature. As a solu…