RESEARCH PROJECTS
Uncovering the true value of data
Current AI leverages poorly the goldmine of information present in rare data extracting trivial notions rather than high level concepts.
FairGraph: Mitigating and Explaining Unfairness in Graphs
Various data-driven algorithmic systems are being used to assist or even replace human decision making, thus raising various concerns regarding the trustworthiness and ethical standing of such systems.
Learning-oriented Approaches in Optimization, Fair Division and Mechanism Design
The focus of this project is on incorporating learning-oriented perspectives in the context of optimization, fair division and mechanism design.
Studying Multilingual Neural Models with Symbolic Approaches
Despite the notable success of neural multilingual languages models (MLMs) in language AI, their internal mechanics remain quite unclear; they simply train models on data from as many languages as possible.
