Author

René Schuster

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Preprint Aug 2026

Layers Matter: Why Continual Learning Regularization Should Be Layer-Adaptive

Continual learning regularizers like EWC fight forgetting by penalizing changes from previous-task parameters with per-parameter importance, typically diagonal Fisher values. Per-parameter looks more flexible than per-layer, but each layer's diagonal Fisher is a weak summary of its actual curvature, missing the top-eig...

Brian B. Moser, Ahmed Anwar, T. Nauen et al. · 0 citations

Open access Jul 2026

Sequence-SOD: Bio-inspired Sequence-aware Spiking Object Detection for Event Cameras

This work introduces Sequence-SOD, a sequence-aware SNN object detector that processes extended event sequences containing labels at multiple time points, and improves SNN object detectors' ability to exploit temporal cues while preserving the energy-efficiency benefits of sparse spiking computation.

Katharina Bendig, René Schuster, Didier Stricker · Cognitive Computation · 0 citations