activity
20212026
collaborators

5 papers

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.CE2025

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…

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…

math.OC2025

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…

cs.DC2021

A proposed method using GPU based SDO to optimize retail warehouses

Magnus Bengtsson, Jonas Waidringer

Research in warehouse optimization has gotten increased attention in the last few years due to e-commerce. The warehouse contains a waste range of different products. Due to the na…