Lehrstuhl für Informatik 12 (Hardware-Software-Co-Design)

Multi-Partner Project: A Holistic and Open-Source Approach to Efficient, Secure and Reliable AI Hardware Deployment in DI-EDAI (2026) Sotiropoulos G, Frombach F, Höfer J, Harbaum T, Becker J, Thorøe HI, Meyers V, et al. Conference contribution, Conference Contribution Entropy Sampling-Based Neural Architecture Search for Resource-Constrained Microcontroller Targets (2026) Heidorn C, Hannig F, Riedelbauch D, Strohmeyer C, Teich J Conference contribution, Conference Contribution Early-Exit Neural Architecture Search for Energy-Harvesting Edge Computing (2025) Sixdenier PL, Deutel M, Teich J Conference contribution, Original article Unsupervised Learning of Variational Autoencoders on Cortex-M Microcontrollers (2025) Deutel M, Plinge A, Seuss D, Mutschler C, Hannig F, Teich J Conference contribution, Conference Contribution Special Session – Hardware-Software Co-Design for Machine Learning Systems Made Open-Source (2025) Tahoori M, Meyers V, Sadeghipour Roodsari M, Xu H, Becker J, Harbaum T, Frombach F, et al. Conference contribution, Conference Contribution Design of Machine Learning Accelerators as RISC-V Extensions using an Open Source Tool Flow (2025) Sesli B, Sabih M, Hannig F, Teich J Conference contribution, Conference Contribution A SIMD MAC RISC-V Extension with Approximate Multipliers for Accelerating CNN Inference in Tiny Embedded Devices (2025) Hernandez Morales JJ, Hannig F, Teich J Conference contribution, Original article Beyond BNNs: Design and Acceleration of Sub-Bit Neural Networks using RISC-V Custom Functional Units (2025) Sabih M, Abdo M, Hannig F, Teich J Journal article, Original article Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML (2025) Deutel M, Kontes G, Mutschler C, Teich J Journal article, Original article Multi-Objective Bayesian Optimization with Reinforcement Learning for Edge Deployment of DNNs on Microcontrollers (2025) Deutel M, Kontes G, Mutschler C, Teich J Conference contribution, Conference Contribution