Operational AI Ethics

Télécom Paris – Institut Polytechnique de Paris is one of the few institutions in France with a true multidisciplinary team to address the emerging challenges of artificial intelligence.

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Law, sociology, ethics, economics, computer science and HCI join forces
to address challenges of “high risk” AI applications

«  The Operational AI Ethics program allows us to deal with the subject of bias and the explicability of algorithms in all its diversity, by bringing together complementary expertise well beyond our respective disciplines.  » Stephan Clémençon, professor in applied mathematics and machine learning at Télécom Paris

Whether the problem relates to the emerging risks of Generative AI, or to more routine risks linked to bias, explainability and robustness of classification or recommendation systems, our research and teaching teams work together, breaking down disciplinary silos to explore pragmatic solutions.

Under the European AI Act, cooperation across scientific disciplines is indispensable. Data scientists cannot address bias and fundamental rights risks alone, nor can lawyers and sociologists imagine solutions to AI risks without involving computer and data scientists. Télécom Paris’s brings these talents together, both in teaching and research. For each problem and use case, we confront different disciplinary points of view.

This multidisciplinary approach requires getting beyond the big principles, and into the operational realities of high-risk AI applications, understanding safety and regulatory constraints specific to particular industries (finance, public safety, health, public administration, energy, transport), and the intricacies of human-machine interactions (HCI).

We prepare our students, whether PhD students or engineering graduates, to collaborate in multidisciplinary environments focused on high-risk AI applications, within public administrations, large enterprises, start-ups, or regulators.

 

An interdisciplinary team

AI Ethics involves computer science, philosophy, law, sociology, economics, management and cognitive sciences.

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The environmental impact of generative AI

Thomas Le Goff on the environmental impact of Generative AI

«  The European AI Act does not directly address the environmental impact of AI applications.  »

Human-centric AI

Astrid Bertrand, PhD candidate in Human-Computer Interactions

«  Regarding human-AI collaboration, it seems that the objective of human-centric AI is emerging as sufficiently clear and consensual for several disciplines to feel concerned, therefore permitting a holistic reflection of the problem. As the ambassador of human-centric design, HCI is obviously part of the mix of the disciplines involved. The increasing number of contributions on AI topics and the hype surrounding human-AI collaboration studies also raise identity issues for the field. For instance, it is not always evident how AI articles which mainly provide mathematical contributions and limited user experiments, align with the conventional objectives and philosophy of HCI.  »

Research

Our research projects explore the frontier between computer science approaches to AI ethics and approaches developed in the social science, public policy and regulatory arenas. With the help of PhD researchers, we present papers in major international conferences on AI and society, and publish in peer-reviewed journals. To review our main research initiatives

Review our main research initiatives

Teaching

Our teaching programs on AI ethics help engineering students understand ethical and regulatory constraints on AI systems, and be in a position to propose and defend operational solutions. We want our students to engage in constructive problem-solving discussions with stakeholders in other disciplines, including legal and compliance teams, product managers, senior management, employee representatives and outside regulators such as data protection authorities.

See our teaching program

Team & Partners