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Johannes Partzsch

2 papers indexed

arxivcs.AR2026-07-29

A Low-Power Sparse Convolution Accelerator with Idle-First-Task-Assignment for Edge Vision

Jingyue Zhuge, Johannes Partzsch, Christian Mayr

In recent years, edge-vision monitoring systems for applications such as smart animal husbandry have faced strict tripartite constraints: maintaining input resolution under extremely limited transmission bandwidth and strict power budgets. Conventional dense convolutional neural…

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arxivcs.ETcs.AIcs.ARcs.DC2026-07-27

The SpiNNaker2 chip: a many-core platform for flexible and scalable brain-inspired computing

Stefan Scholze, Johannes Partzsch, Sebastian Höppner, Florian Kelber, Andreas Dixius, Marco Stolba, et al.

In deep learning, efficiency gets more and more important to compensate for the ongoing growth in model sizes and applications. Neuromorphic hardware has long been advocated as an upcoming alternative to deep networks, taking inspiration from the brain for achieving unprecedented…

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