AI-augmented software development
Using maturing AI techniques to augment human decision making in software engineering and to enable learning from the vast amount of software engineering data.
• Generative AI for automatic labeling
Do LLMs, or smaller but more specifically trained models, work better for automatic labeling of in the context of issue tracking?
- Funded active projects:
- QualAI: Continuous Quality Improvement of AI-based Systems, PRIN 2022
- FAIR – Future Artificial Intelligence Research, Spoke 6 Symbiotic AI, PNRR
• Emotion and stress recognition using biometric and behavioral data
Investigating whether we can reliably recognize negative emotions by relying on wearable devices. A relevant scenario is the software engineering workplace.
- Funded active projects:
- DARE – Digital Lifelong Prevention, Spoke 1 Enabling Factors and Technologies for Digital Prevention, PNC.
- FAIR – Future Artificial Intelligence Research, Spoke 6 Symbiotic AI, PNRR
Engineering AI-enabled software systems
SE for AI, also named as AI engineering, is emerged as a research topic with the aim to build scalable models for AI-enabled systems, starting from prototype models developed by data scientists.
• Collaboration around computational notebooks
Fostering collaboration among data scientists using computational notebooks as a first step towards the transition to the deployment of models as part of a scalable and maintainable system.
- Funded active projects:
- FAIR – Future Artificial Intelligence Research, Spoke 6 Symbiotic AI, PNRR
• MLOps for healthcare
Enabling the continuous deployment of software components powered by ML, and assuring the quality of both data and models after being deployed online, with a specific focus on healthcare
- Funded active projects:
- DARE – Digital Lifelong Prevention, Spoke 1 Enabling Factors and Technologies for Digital Prevention, PNC.
- QualAI: Continuous Quality Improvement of AI-based Systems, PRIN 2022
- SERICS: SEcurity and RIghts In the CyberSpace, Spoke 9 SuReCare: Secure Remote Healthcare for a Better Future, PNRR
- FAIR – Future Artificial Intelligence Research, Spoke 6 Symbiotic AI, PNRR
Engineering societal-scale software systems
Discussing the challenge of modeling human behavior.
• Online communities
Predicting how online communities evolve and assist how to build online communities of the future.
Inactive research themes