Postdoctoral Research Visit in Topology Design for Decentralized Federated Learning Inria in France

Inria is advertising a postdoctoral research visit in distributed learning for streaming data within the PRIDeL Associate Team project, involving Inria , Simula , and NYCU . The research sits at the intersection of distributed/federated learning , communication-efficient learning , differential privacy , edge inference networks , and learning with streaming or time-series data . The position is hosted by an Inria Centre in France and is expected to start on 2027-01-01 (default start date no late...

PhD position in automatic control at Université de Lorraine in Nancy, France, within the Control Identification Diagnosis (CID) Department, CRAN . The project focuses on heterogeneity in federated learning using an open multi-agent systems approach, bringing together ideas from control theory, machine learning, optimization, and applied mathematics. Eligibility: applicants should hold a Master's or engineering degree in automatic control, machine learning, optimization, or applied mathematics, a...

PhD studentship at the University of Surrey in Computer Science on robust, certified, and scalable federated machine unlearning for privacy-preserving AI . The project sits at the intersection of federated learning , machine learning , differential privacy , adversarial robustness , distributed systems , and trustworthy AI . The research aims to develop next-generation federated machine unlearning methods that can efficiently remove the influence of specific data from trained models while preser...

Inria is recruiting a Post-Doctoral Research Visit in AI auditing, AI security, machine learning theory, and information gain at the Inria Centre at Rennes University in France . The project sits at the intersection of black-box model auditing , model fingerprinting , adversarial ML , and offensive/defensive AI security . The research goal is to build a hierarchy of attacks and audits based on distinguishability and property testing , helping bridge the gap between legal auditing of deployed AI ...

PhD opportunity in France on Orchestrating Concurrent AI Services on Constrained Industrial Edge Devices . The project focuses on how multiple AI applications can share limited computing resources on industrial edge hardware such as NVIDIA Jetson, MCUs, and NPU-enabled devices, reducing the need for additional hardware while improving efficiency. Research directions include AI/ML resource orchestration and scheduling, Edge AI and distributed intelligence, Federated Learning for industrial cybers...