4 papers
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…
Warehouse storage and retrieval optimization via clustering, dynamical systems modeling, and GPU-accelerated routing
Magnus Bengtsson, Jens Wittsten, Jonas Waidringer
This paper introduces a warehouse optimization procedure aimed at enhancing the efficiency of product storage and retrieval. By representing product locations and order flows withi…
Compressing Large Language Models with PCA Without Performance Loss
Magnus Bengtsson
We demonstrate that Principal Component Analysis (PCA), when applied in a structured manner, either to polar-transformed images or segment-wise to token sequences, enables extreme…
C2G-KD: PCA-Constrained Generator for Data-Free Knowledge Distillation
Magnus Bengtsson, Kenneth Ãstberg
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…