no code implementations • 2 Dec 2024 • Elizabeth M. Daly, Sean Rooney, Seshu Tirupathi, Luis Garces-Erice, Inge Vejsbjerg, Frank Bagehorn, Dhaval Salwala, Christopher Giblin, Mira L. Wolf-Bauwens, Ioana Giurgiu, Michael Hind, Peter Urbanetz
Evaluating the safety of AI Systems is a pressing concern for organizations deploying them.
no code implementations • 19 Oct 2022 • Thomas Frick, Diego Antognini, Mattia Rigotti, Ioana Giurgiu, Benjamin Grewe, Cristiano Malossi
Unfortunately, annotation costs are incredibly high as our proprietary civil engineering dataset must be annotated by highly trained engineers.
no code implementations • 22 Sep 2022 • Klara Janouskova, Mattia Rigotti, Ioana Giurgiu, Cristiano Malossi
These are used within an assisted labeling framework where the annotators can interact with them as proposal segmentation masks by deciding to accept, reject or modify them, and interactions are logged as weak labels to further refine the classifier.
no code implementations • ICLR 2022 • Mattia Rigotti, Christoph Miksovic, Ioana Giurgiu, Thomas Gschwind, Paolo Scotton
In particular, we design the Concept Transformer, a deep learning module that exposes explanations of the output of a model in which it is embedded in terms of attention over user-defined high-level concepts.
no code implementations • 2 Oct 2020 • Nuno Mota Goncalves, Ioana Giurgiu, Anika Schumann
Unsupervised clustering of temporal data is both challenging and crucial in machine learning.
no code implementations • 25 Sep 2019 • Gokula Krishnan Santhanam, Ali Alami-Idrissi, Nuno Mota, Anika Schumann, Ioana Giurgiu
A plethora of methods attempting to explain predictions of black-box models have been proposed by the Explainable Artificial Intelligence (XAI) community.
Explainable artificial intelligence
Explainable Artificial Intelligence (XAI)
no code implementations • 20 Jan 2019 • Ioana Giurgiu, Anika Schumann
Given key performance indicators collected with fine granularity as time series, our aim is to predict and explain failures in storage environments.