Topic: data freshness

Develop communication-efficient, privacy-preserving distributed learning algorithms for streaming data in edge inference networks. The PRIDeL collaboration connects Inria, Simula and NYCU, combining theory or experiments on convergence, generalization, data freshness and differential privacy. The doctorate must be defended by 31 December 2026, and the appointment must provide a research environment distinct from the doctorate. The contract begins in France, with international visits encouraged. Appointment: 1 year, 4 months; advertised start 2027-01-01. 2 788 € gross monthly.

Robin Braun and Luke Norris discuss agent orchestration for enterprise and municipal workflows. Examples include website accessibility, interpreting deed restrictions and combining contextual data with camera feeds for fire-risk assessment. The conversation examines data freshness, private infrastructure, privacy, cost and incremental deployment.