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cs.LG2026
Whitening Improves Robustness to Spurious Correlations in Linear Probes
Floris Holstege, Bram Wouters, Noud van Giersbergen +1
Deep neural networks tend to rely on simple features that may be spurious and thus fail to generalize. We study this problem in the setting of linear probes, where a (generalized)…
stat.ME2026
Model-agnostic noise reduction for high-dimensional time series data
Bram Wouters, Cees Diks
We develop a model-agnostic framework for noise reduction in high-dimensional time series that explicitly targets optimal recovery of a low-dimensional latent dynamic component con…