2 papers
cs.LG2026
Automating aggregation strategy selection in federated learning
Dian S. Y. Pang, Endrias Y. Ergetu, Eric Topham +1
Federated Learning enables collaborative model training without centralising data, but its effectiveness varies with the selection of the aggregation strategy. This choice is non-t…
cs.CV2026
A multimodal slice discovery framework for systematic failure detection and explanation in medical image classification
Yixuan Liu, Kanwal K. Bhatia, Ahmed E. Fetit
Despite advances in machine learning-based medical image classifiers, the safety and reliability of these systems remain major concerns in practical settings. Existing auditing app…