2 papers
cs.LG2026
Robustifying Asynchronous SGD via Soft Throttling
Kaoru Otsuka, Maxime Meyer, Yuki Takezawa +2
Asynchronous SGD is a popular algorithm for distributed learning where each client's gradient update is applied on arrival. This leads to a speed-up, but also an increased vulnerab…
stat.ML2026
Online Learning-to-Defer with Varying Experts
Dang Hoang Duy, Yannis Montreuil, Maxime Meyer +3
Learning-to-Defer (L2D) methods route each query either to a predictive model or to external experts. Real-world deployments require handling streaming data, changing expert availa…