Designing Decentralized Federated Learning Topologies: A PhD Position

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...

Context and ObjectivesThis 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 FocusThe research activity will focus on proposing algorithms to design the communication topology for decentralized...

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...

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...

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...

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...

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...

About the ProjectIn the context of a collaborative project with the PEPR 5G and next generation networks, involving a large number of French research laboratories working on networking, we are seeking a PhD researcher to explore the topic of energy-efficient quality of experience-aware beyond 5G future mobile networks.Research ObjectivesThe main objective 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...

About the PositionInria, a leading French research institute, is seeking a highly motivated PhD researcher to join its STARS research team. The successful candidate will contribute to the development of cutting-edge computer vision and generative models.Research FocusThe PhD researcher will focus on investigating novel model architectures for video...

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...

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 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...

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...

Job DescriptionContext and Key ResponsibilitiesWe are seeking a highly motivated PhD student to join our team at INRIA and contribute to the development of novel physics-based multilevel surrogate models for electromagnetic wave propagation. The successful candidate will work on designing and implementing efficient algorithms for training physics-informed...

Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD**Niveau de diplôme exigé **:Bac + 5 ou équivalent**Fonction **:DoctorantA propos du centre ou de la direction fonctionnelle Le centre Inria d'Université Côte d'Azur regroupe 37 équipes de recherche et 8 services d’appui. Le personnel du centre (500 personnes environ) est...

Job DescriptionContext and Key ObjectivesThe development of cost-effective surrogate models is crucial for numerical simulations of electromagnetic wave propagation problems. These simulations rely on space discretization of Maxwell's equations using methods such as finite differences or finite elements. However, for complex and realistic three-dimensional...