21 citations · 50 across the 4 of their papers we have counts for
4 papers
Reasoning-Based Software Testing
Luca Giamattei, Roberto Pietrantuono, Stefano Russo
With software systems becoming increasingly pervasive and autonomous, our ability to test for their quality is severely challenged. Many systems are called to operate in uncertain…
Iterative Assessment and Improvement of DNN Operational Accuracy
Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Deep Neural Networks (DNN) are nowadays largely adopted in many application domains thanks to their human-like, or even superhuman, performance in specific tasks. However, due to u…
Software Micro-Rejuvenation for Android Mobile Systems
Domenico Cotroneo, Luigi De Simone, Roberto Natella +2
Software aging -- the phenomenon affecting many long-running systems, causing performance degradation or an increasing failure rate over mission time, and eventually leading to fai…
Operation is the hardest teacher: estimating DNN accuracy looking for mispredictions
Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Deep Neural Networks (DNN) are typically tested for accuracy relying on a set of unlabelled real world data (operational dataset), from which a subset is selected, manually labelle…