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cs.LG2026
Continuous Temporal Representations of Event-Based Signals via Interference-Based Wave Modeling
Magnus Bengtsson
Spatio-temporal signals arising from event-driven biological processes, such as surface electromyography (sEMG), exhibit asynchronous and highly structured activation patterns that…
cs.LG2025
C2G-KD: PCA-Constrained Generator for Data-Free Knowledge Distillation
Magnus Bengtsson, Kenneth Östberg
We introduce C2G-KD, a data-free knowledge distillation framework where a class-conditional generator is trained to produce synthetic samples guided by a frozen teacher model and g…