Axel Plinge

Fraunhofer Institute for Integrated Circuits IIS

Papers on Lattice

Total citations

Topics

Publication activitypapers/week, last 8 weeks

Research focus

Inference & Quantization (3)Architecture Design (Transformers, SSMs, MoE) (2)Distributed Systems & Hardware (2)Training Efficiency & Optimization (2)

Frequent co-authors

Mark Deutel (2)Lucas Heublein (1)Felix Ott (1)Simon Geis (1)

Papers (3)

Jun 22, 2026

3w ago

Efficient Network Inference via Hardware-Aware Architecture Search, Model Pruning & Quantization

Combining advanced model compression with hardware-aware architecture search can drastically enhance real-time GNSS interference monitoring on low-resource devices.

Lucas Heublein, Mark Deutel, Axel Plinge +1

Architecture Design (Transformers, SSMs, MoE)Distributed Systems & Hardware Inference & Quantization+1

Mar 16, 2026

PrototypeNAS: Rapid Design of Deep Neural Networks for Microcontroller Units

Forget training from scratch: PrototypeNAS finds deployable MCU-optimized DNNs in minutes using zero-shot proxies and smart search space design.

Mark Deutel, Simon Geis, Axel Plinge

Architecture Design (Transformers, SSMs, MoE)Inference & Quantization Training Efficiency & Optimization

Feb 19, 2026

Feb 19, 2026·also Freiburg

Pareto Optimal Benchmarking of AI Models on ARM Cortex Processors for Sustainable Embedded Systems

Forget brute-force – Pareto analysis reveals the sweet spot between energy consumption and model accuracy for AI on ARM Cortex processors, guiding developers to sustainable embedded AI.

Pranay Jain, Maximilian Kasper, Göran Köber +2

Distributed Systems & Hardware Eval Frameworks & Benchmarks Inference & Quantization