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cs.LG2026
TabBench-Bio: A Living Benchmark for Machine Learning on High-Dimensional Biomedical Tables
Jules Kreuer, Sofiane Ouaari, Julia Hellmig +2
Biomedical tables often combine thousands of measured variables with only tens or hundreds of labelled samples, a regime that is poorly represented in general-purpose tabular bench…
cs.LG2023
Robust Representation Learning for Privacy-Preserving Machine Learning: A Multi-Objective Autoencoder Approach
Sofiane Ouaari, Ali Burak Ünal, Mete Akgün +1
Several domains increasingly rely on machine learning in their applications. The resulting heavy dependence on data has led to the emergence of various laws and regulations around…