CORDIS Project
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OCEAN focuses on developing decentralized machine learning systems that involve multiple self-interested agents. It aims to enhance decision-making and learning in environments where user privacy, communication efficiency, and economic fairness are critical, using advanced statistical and algorithmic methods.
Until recently, most of the major advances in machine learning and decision making have focused on a centralized paradigm in which data are aggregated at a central location to train models and/or decide on actions.
This paradigm faces serious flaws in many real-world cases.
In particular, centralized learning risks exposing user privacy, makes inefficient use of communication resources, creates data processing bottlenecks, and may lead to concentration of economic and political power.
It thus ap…
Partner organizations (coordinator is shown above), with normalized type and CORDIS activity type. Guests see up to 4 partners.
France, Paris
Type: University / higher education
Activity type: Higher or Secondary Education Establishments
SME: No
LOS ANGELES UCLA SANTA BARBARA UCSB DAVIS UCD RIVERSIDE UCR SAN DIEGO UCSD SANTA CRUZ UCSC IRVIN
United States, Berkeley
Type: University / higher education
Activity type: Higher or Secondary Education Establishments
SME: No
United Kingdom, COVENTRY
Type: University / higher education
Activity type: Higher or Secondary Education Establishments
SME: No
United Kingdom, Newcastle Upon Tyne
Type: University / higher education
Activity type: Higher or Secondary Education Establishments
SME: No
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