arXiv stat.ML
· Papers
Reliable Inference in Edge-Cloud Model Cascades via Conformal Alignment
arXiv:2510.17543v3 Announce Type: replace-cross Abstract: Edge intelligence enables low-latency inference via compact on-device models, but assuring reliability remains challenging. We study edge-cloud cascades that must preserve conditional coverage: whenever the edge returns a prediction set, it should contain the tr