2 papers
cs.LG2025
Running Conventional Automatic Speech Recognition on Memristor Hardware: A Simulated Approach
Nick Rossenbach, Benedikt Hilmes, Leon Brackmann +2
Memristor-based hardware offers new possibilities for energy-efficient machine learning (ML) by providing analog in-memory matrix multiplication. Current hardware prototypes cannot…
cs.NE2024
Synaptogen: A cross-domain generative device model for large-scale neuromorphic circuit design
Tyler Hennen, Leon Brackmann, Tobias Ziegler +5
We present a fast generative modeling approach for resistive memories that reproduces the complex statistical properties of real-world devices. To enable efficient modeling of anal…