3 papers
cs.LG2026
Fully Trainable Deep Differentiable Logic Gate Networks and Lookup Table Networks
Wout Mommen, Lars Keuninckx, Matthias Hartmann +2
We introduce a novel method for both partial and full optimization of the connections in deep differentiable logic gate networks (LGNs) and lookup table networks (LUTNs). Our train…
cs.LG2026
Inter-patient ECG Arrhythmia Classification with LGNs and LUTNs
Wout Mommen, Lars Keuninckx, Paul Detterer +2
Deep Differentiable Logic Gate Networks (LGNs) and Lookup Table Networks (LUTNs) are demonstrated to be suitable for the automatic classification of electrocardiograms (ECGs) using…
cs.LG2025
A Method for Optimizing Connections in Differentiable Logic Gate Networks
Wout Mommen, Lars Keuninckx, Matthias Hartmann +1
We introduce a novel method for partial optimization of the connections in Deep Differentiable Logic Gate Networks (LGNs). Our training method utilizes a probability distribution o…