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IP Report: Data, Footprint and Freedoms

This 9th issue of our Innovation and Foresight Reports explores the intersections between data protection, freedoms and the environment.
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Par LINC Par 14 July 2023
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Explaining AI systems, a problem renewed by the success of deep learning algorithms [1/3]

08 July 2025

Explaining AI systems, a problem renewed by the success of deep learning algorithms [1/3]

As artificial intelligence systems become increasingly prevalent, the need to explain their…

The explainability of AI in the era of deep learning

08 July 2025

The explainability of AI in the era of deep learning

Explainable AI techniques [2/3]

08 July 2025

Explainable AI techniques [2/3]

In response to the opacity of deep learning, this article presents the main methods in the field of…

Why take an interest in the sociology of xAI science? [3/3]

08 July 2025

Why take an interest in the sociology of xAI science? [3/3]

This article seeks to understand why the field of explainable AI (xAI), despite its importance and…

Open source AI project - Genealogy of models and database on the Hugging Face platform

30 June 2025

Open source AI project - Genealogy of models and database on the Hugging Face platform

The artificial intelligence ecosystem is strongly structured around open source resources :…

[Generative AI dossier] - ChatGPT : a well-trained smooth talker

10 March 2025

[Generative AI dossier] - ChatGPT : a well-trained smooth talker

ChatGPT, Bard and Ernie - AI-powered chatbots are all over the news, praising their prowess and…

[Generative AI dossier] - From training to practice : generative AI and its uses

10 March 2025

[Generative AI dossier] - From training to practice : generative AI and its uses

As we have seen in previous articles, generative AI raises questions and issues about the…

[Generative AI dossier] - What regulations should govern the design of generative AI ?

10 March 2025

[Generative AI dossier] - What regulations should govern the design of generative AI ?

The spectacular popularity of ChatGPT interface has sparked a series of legal debates, to the point…

Digital watermark: a salutary transparency measure? [2/2]

07 March 2025

Digital watermark: a salutary transparency measure? [2/2]

A well-known technique in copyright protection, digital watermarking has been put forward as a…

Foray into the security toolbox of large language models (1/2): targeted risks and security by design

07 March 2025

Foray into the security toolbox of large language models (1/2): targeted risks and security by design

At a time when conversational agents are multiplying, the security of personal data processed via…

Overview and out perspective for artificial content detection solutions [1/2]

07 March 2025

Overview and out perspective for artificial content detection solutions [1/2]

Recent excitement surrounding generative artificial intelligence systems has been accompanied by…

Foray into the security toolbox of large language models (2/2): security on the fly

07 March 2025

Foray into the security toolbox of large language models (2/2): security on the fly

We are continuing the foray into the LLM security tool box with an overview of techniques aimed at…

Understand machine unlearning: anatomy of a goldfish

07 March 2025

Understand machine unlearning: anatomy of a goldfish

While the risks posed by AI models on training data are still being studied, and it seems difficult…

CNIL public consultation on how-to sheets on the development of AI systems

03 July 2024

CNIL public consultation on how-to sheets on the development of AI systems

Following the discussions we had with researchers during and after the Privacy Research Day, we…
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