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20242026
most citedLikelihood-based Nonparametric Receiver Operating Characteristic Curve Analysis in the Presence of Imperfect Reference Standard

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cs.LG2026

FedSPM: Routing-Enabled Federated Learning under Dual Heterogeneity via Semiparametric Mixture

Zijian Wang, Pengfei Li, Guangyu Yang +1

Routing-prediction federated learning has emerged as a new paradigm that reframes inter-client heterogeneity as a resource for system-level intelligence: at inference time, the ser…

cs.LG2025

TabPFN: One Model to Rule Them All?

Qiong Zhang, Yan Shuo Tan, Qinglong Tian +1

Hollmann et al. (Nature 637 (2025) 319-326) recently introduced TabPFN, a transformer-based deep learning model for regression and classification on tabular data, which they claim…