2 papers
cs.AI2022
Human-in-the-loop online multi-agent approach to increase trustworthiness in ML models through trust scores and data augmentation
Gusseppe Bravo-Rocca, Peini Liu, Jordi Guitart +3
Increasing a ML model accuracy is not enough, we must also increase its trustworthiness. This is an important step for building resilient AI systems for safety-critical application…
cs.LG2021
Scanflow: A multi-graph framework for Machine Learning workflow management, supervision, and debugging
Gusseppe Bravo-Rocca, Peini Liu, Jordi Guitart +4
Machine Learning (ML) is more than just training models, the whole workflow must be considered. Once deployed, a ML model needs to be watched and constantly supervised and debugged…