2 papers
cs.LG2026
Label Granularity Skew in Federated Learning with Hierarchical Image Classification
Jaeheon Kim, Hokeun Kim, Bong Jun Choi
Federated learning enables privacy-preserving collaboration across distributed devices without centralizing local data. However, clients may differ not only in data distributions b…
cs.OS2026
Ensuring Deterministic Timing in a Federated GNSS Correction Pipeline with Lingua Franca
Tejeswini Jayaramareddy, Hokeun Kim, Hoeseok Yang
Embedded systems that combine hardware interrupts, buffering, and distributed communication are often perceived as inherently asynchronous and difficult to analyze. However, such s…