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cs.LG2026
Winner-Take-All bottlenecks enforce disentangled symbolic representations in multi-task learning
Julian Gutheil, Simon Hitzginger, Robert Legenstein
Winner-take-all (WTA) networks constitute a central circuit motif in cortical networks of the brain. In addition, WTA-like activations are abundant in modern deep learning models i…
cs.LG2025
Privacy-Aware Lifelong Learning
Ozan Özdenizci, Elmar Rueckert, Robert Legenstein
Lifelong learning algorithms enable models to incrementally acquire new knowledge without forgetting previously learned information. Contrarily, the field of machine unlearning foc…