PhD Position in Topology Design for Decentralized Federated Learning

Job DetailsThis PhD research position 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. The research activity will be supervised by Giovanni Neglia, Aurélien Bellet.Research ObjectivesThe goal...

Research InitiativeThis PhD thesis is part of Inria's research initiative on Federated Learning, FedMalin. The PhD candidate will join the NEO project-team, positioned at the intersection of Operations Research and Network Science.Research ObjectivesThe goal of this PhD is to propose algorithms to design the communication topology for decentralized federated...

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...

Project OverviewAs a postdoctoral research visitor in our team, you will work on developing novel federated learning algorithms to address the challenges of privacy and security in distributed machine learning systems. Our goal is to create a secure and efficient federated learning framework that can be applied in various domains, including healthcare,...

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 center at Université Côte d'Azur includes 42 research teams and 9 support services. The center’s staff (about 500 people) is...

Context and Advantages of the PositionThe postdoctoral researcher will work on developing novel federated learning algorithms that effectively tackle the challenges of protecting user privacy and ensuring robustness against adversarial threats. The researcher will explore the potentialities of compression in FL training, aiming to provide a solution for a...

Job Title: Postdoctoral Researcher in Topology-Infused Generative Models for Galaxy Map ApproximationJob Description:The 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...

Context and Key Features of the PositionThe position involves investigating the intersection of differential privacy and Byzantine resilience in federated learning, with a focus on developing novel algorithms that can seamlessly integrate these two security measures with low computational complexity.Key ResponsibilitiesThe successful candidate will be...

Project OverviewThe proposed PhD project is part of a collaborative multidisciplinary project between the Atlantis project-team from INRIA Research Center and the Elena team at the Pascal Institute. The project aims to design efficient nanoscale biosensors using plasmonic nano-resonators, which are promising for their high sensitivity and miniaturization...

Project OverviewThe position of PhD researcher in optimization research is part of a collaborative project between INRIA and the ANR SWAG-P project. The project focuses on the development of reduced-order modeling techniques for the robust design of gap plasmon resonators.The successful candidate will work on the development of novel optimization methods for...

Research Position at INRIAThe Centre Inria d'Université Côte d'Azur is seeking a highly skilled Postdoctoral Researcher to join our team and contribute to the development of topology-infused generative models for galaxy map approximation.Context and RequirementsThe successful candidate will work under the supervision of Mathieu Carrière and...

Job OfferINRIA is seeking a highly skilled Research Scientist to join our team in the development of novel topology-infused generative models for approximate galaxy map simulations. The successful candidate will work in the context of Topological Data Analysis (TDA) and Deep Generative Models (DGM), with a focus on multimodal variational autoencoders and...

About the PositionContext and RequirementsThe INRIA research center is seeking a highly skilled postdoctoral researcher to join our team and work on the dAIEDGE project, a European Union-funded network of excellence for distributed, trustworthy, efficient, and scalable AI at the edge.The successful candidate will have the opportunity to collaborate with our...

Project OverviewThe INRIA Research Center at Université Côte d'Azur and Institut Pascal at Université Clermont Auvergne are seeking a PhD candidate to work on a collaborative multidisciplinary project focused on the robust design of gap plasmon resonators. This project is part of the ANR SWAG-P project, which aims to develop efficient numerical methods...

Job DescriptionWe are seeking a highly motivated postdoctoral researcher to join our team at INRIA to work on distributed machine learning at the network edge. The position is part of the EU-funded project dAIEDGE, which aims to develop distributed, trustworthy, efficient, and scalable AI at the Edge.The successful candidate will work with our team to...

Project OverviewThe INRIA Research Center at Université Côte d'Azur and Institut Pascal at Université Clermont Auvergne are seeking a PhD candidate to work on a collaborative multidisciplinary project focused on the robust design of gap plasmon resonators. This project is part of the ANR SWAG-P project, which aims to develop efficient numerical methods...

Job Opportunity: PhD Researcher in CAD TranslationThis PhD position is part of a joint ANR-NSF grant, in collaboration with Daniel Ritchie from Brown University.Context and ObjectiveComputer Aided Design (CAD) is a multi-billion dollar industry responsible for the digital design of almost all manufactured goods. It leverages parametric modeling, which allows...

Context and ObjectivesWithin the framework of a partnership between Inria teams COATI and DIANA, and the French National Research Agency (ANR), PEPR 5G, we are seeking a PhD candidate to contribute to the development of energy-efficient beyond 5G networks.Research FocusThe recruited person will work on modelling the computing and network requirements of new...

Research OpportunityInria, a leading French research institute, is seeking a PhD researcher to join its STARS team. The successful candidate will contribute to cutting-edge research in computer vision and deep learning, focusing on generative models and video generation.Key ResponsibilitiesInvestigate novel model architectures for video generationExplore...

Research Position Overview We are seeking a highly motivated postdoctoral researcher to join our team at INRIA and work on distributed machine learning at the network edge. The successful candidate will be part of the dAIEDGE project, a network of excellence for distributed, trustworthy, efficient, and scalable AI at the edge, funded by the European Union....