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.
Algorithmic Learning and Incentives: Synergies in Optimization and Mechanism Design
The goal of the proposed project is to study further the ongoing interplay between machine learning and algorithmic game theory.
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.
