PhD Position in Topology Design for Decentralized Federated Learning

Research OpportunityWe are seeking a highly motivated PhD candidate to join our research team at INRIA, focusing on Topology Design for Decentralized Federated Learning.Context and ObjectivesThis PhD thesis is part of the Inria research initiative on Federated Learning, FedMalin. The goal is to propose algorithms for designing the communication topology in...

Job DescriptionResearch ContextThis PhD research project is part of the Inria research initiative on Federated Learning, FedMalin. The successful candidate will join the NEO project-team, which is positioned at the intersection of Operations Research and Network Science.Research ObjectivesThe goal of this PhD is to propose algorithms to design the...

Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Fonction **:Doctorant **A propos du centre ou de la direction fonctionnelle**: The Inria centre at Université Côte d'Azur includes 37 research teams and 8 support services. The centre's staff (about 500 people) is made...

About INRIA INRIA is a leading French research institute dedicated to advancing computer science and digital technologies. We foster innovation through cutting-edge research, collaborative projects, and the training of future generations of scientists. Research Focus: Privacy-Preserving Machine Learning Our team specializes in developing novel techniques...

About INRIA INRIA is a leading French research institute dedicated to advancing computer science and digital technologies. We foster innovation through fundamental research, collaborative projects, and the training of talented researchers. Job Description We are seeking a highly motivated Research Scientist to join our team specializing in Federated...

About the ProjectIn this project, we aim to develop novel federated learning algorithms that effectively address the challenges of data privacy and security in machine learning. We will explore the potentialities of compression in FL training, which can highly reduce the model dimension and provide a solution for a computation-efficient, private, and secure...

About the ProjectIn this project, we aim to develop novel federated learning algorithms that effectively address the challenges of data privacy and security in machine learning. We will explore the potentialities of compression in FL training, which can highly reduce the model dimension and provide a solution for a computation-efficient, private, and secure...

About INRIA INRIA is a leading French research institute dedicated to advancing computer science and digital technologies. We are committed to fostering innovation and collaboration through cutting-edge research, talent development, and knowledge transfer. Job Description We are seeking a highly motivated and talented researcher to join our team...

Job DescriptionContext and RequirementsThe successful candidate will work on developing mathematical frameworks and practical setups for applying Topological Data Analysis (TDA) methods, descriptors, and features in the context of deep generative models. A particular focus will be made first on multimodal variational autoencoders, with specific...

Project OverviewThe PhD project is part of a collaborative multidisciplinary project between the Atlantis project-team from INRIA Research Center at Université Côte d'Azur and Institut Pascal at Université Clermont Auvergne, in the context of the ANR SWAG-P project.Research ObjectivesThe PhD project aims to develop a comprehensive numerical study of the...

Context and ObjectivesThe goal of this project is to develop novel federated learning algorithms that effectively address the challenges of protecting user privacy and ensuring robustness against adversarial threats.BackgroundFederated learning is a distributed machine learning paradigm that enables multiple devices to collaboratively train a global model...

Job DescriptionResearch ContextThe successful candidate will be part of a research team at INRIA, working on the development of mathematical frameworks and practical setups for applying Topological Data Analysis (TDA) methods, descriptors, and features in the context of deep generative models. The goal is to design and implement novel generative models that...

Job DescriptionContext and Key ResponsibilitiesThe PhD project is part of a collaborative research effort between INRIA and the CNRS-CRHEA laboratory in Sophia Antipolis, France. The project aims to develop novel numerical methods for the design and optimization of active metasurfaces, which are engineered materials that can control the behavior of...

Job DescriptionWe are seeking a highly skilled postdoctoral researcher to join our team at INRIA, working on distributed machine learning and edge AI. The successful candidate will be part of the dAIEDGE project, a European Union-funded network of excellence for distributed, trustworthy, efficient, and scalable AI at the edge.Research TopicsThe postdoctoral...

Job DescriptionWe are seeking a highly skilled postdoctoral researcher to join our team at INRIA, working on distributed machine learning and edge AI. The successful candidate will be part of the dAIEDGE project, a European Union-funded network of excellence for distributed, trustworthy, efficient, and scalable AI at the edge.Research TopicsThe postdoctoral...

Tensor Modelling and Optimisation PhD ProgrammeThe INRIA PhD programme in Tensor Modelling and Optimisation is a unique opportunity for highly motivated and talented researchers to contribute to cutting-edge research in the field of tensor modelling and computation. The programme is part of the TENORS project, a Marie Skłodowska-Curie Doctoral Network /...

About the Position This Postdoctoral position offers a unique opportunity to contribute to cutting-edge research at the intersection of information theory, communication theory, and game theory within a collaborative national network. The project is funded by the French National Agency for Research (ANR) as part of the France 2030 program. Research...

About the Position This Postdoctoral position offers a unique opportunity to contribute to cutting-edge research at the intersection of information theory, communication theory, and game theory within a collaborative national network. The project is funded by the French National Agency for Research (ANR) as part of the France 2030 program. Research...

Job DescriptionAbout the PositionInria, a French research institute in computer science and applied mathematics, is seeking a PhD researcher to join its STARS research team. The team focuses on advanced theories and cutting-edge practices in cognitive vision systems.Research ProjectThe successful candidate will work on a PhD project titled "Conception d'un...

About the ProjectTENORS is a Marie Skłodowska-Curie Doctoral Network / Joint Doctorate, offering 15 PhD positions in the field of tensor modeling and computation.Research ObjectivesThe objective of TENORS is to conduct advanced research that addresses critical challenges in the fields of tensor modeling and computation, joining forces from algebraic...