Welcome

The S²A team is affiliated with Telecom Paris’ in-house research laboratory, LTCI. Team’s expertise spans several disciplines: probabilistic modeling, statistics, optimization, (audio) signal processing, machine/deep-learning and computational linguistics. The team mobilizes them to produce methodologically sound research in response to some of the challenges posed by the nature and format of modern data, as well as the high societal expectations surrounding the development of AI solutions that are not only effective but also reliable, robust, ethical, frugal and integrate sustainability issues. The team's research activities revolve around four main themes, which are often intertwined in AI applications:

  • Probability & Statistics
  • Machine-Learning and Optimization
  • Audio Data Analysis and Signal Processing (more information here)
  • Natural Language Processing.

A significant fraction of our research is performed within national and international collaborative projects, with numerous academic and industrial partners.

 

Recent Posts

Seminar: Representation learning for causal questions in science

Francesco Locatello Invited talks

AbstractDeciphering experimental observations into structural knowledge of the world is a key component of the scientific discovery process and a longstanding challenge for AI. In this talk, I will present our recent works bridging between perception and causal knowledge. I will begin with the ch...

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