Logic Gate Networks and Lookup Table Networks as Lightweight Hardware Classifiers for Inter-patient ECG Arrhythmia Classification

arXiv:2609.32854 · cs.LG, cs.AI · Submitted 2026-09-26 · Read on arXiv

cs.LG, cs.AI

Submitted: 2026-09-26

Updated: 2026-09-26

Terminology

• Accuracy — 66× in this paper · explained in 1 episode
• Core — 5× in this paper · explained in 2 episodes
• Benchmark — 4× in this paper · explained in 2 episodes
• Association for the Advancement of Medical Instrumentation — 3× in this paper
• F1 Score — 3× in this paper · explained in 3 episodes
• Programmable Logic — 3× in this paper
• Spiking Neural Network — 3× in this paper
• Activation Function — 2× in this paper · explained in 1 episode
• Benchmarking — 2× in this paper · explained in 3 episodes
• Differentiable Weightless Neural Network — 2× in this paper
• Feature Extraction — 2× in this paper · explained in 2 episodes
• Processing System — 2× in this paper
• Pruning — 2× in this paper · explained in 4 episodes
• Quantization — 2× in this paper · explained in 12 episodes
• Trace — 2× in this paper · explained in 2 episodes
• Verification — 2× in this paper · explained in 2 episodes
• World Health Organization — 2× in this paper
• Edge AI — 1× in this paper · explained in 2 episodes
• Edge Deployment — 1× in this paper · explained in 2 episodes
• Energy Efficiency — 1× in this paper · explained in 3 episodes
• Explainability — 1× in this paper · explained in 3 episodes
• Feature Selection — 1× in this paper · explained in 4 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• International Conference on Field-Programmable Logic and Applications — 1× in this paper
• Linear Discriminant — 1× in this paper
• Regularization — 1× in this paper · explained in 3 episodes
• Spiking Neural Networks (SNNs) — 1× in this paper · explained in 3 episodes
• Spiking neural networks — 1× in this paper · explained in 2 episodes

Sources

• LUTNet: Rethinking Inference in FPGA Soft Logic
• Differentiable Weightless Neural Networks
• WARP-LUTs -- Walsh-Assisted Relaxation for Probabilistic Look Up Tables
• Recurrent Deep Differentiable Logic Gate Networks
• Convolutional Differentiable Logic Gate Networks
• A Method for Optimizing Connections in Differentiable Logic Gate Networks
• Mind the Gap: Removing the Discretization Gap in Differentiable Logic Gate Networks
• XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks
• Shenjing: A low power reconfigurable neuromorphic accelerator with partial-sum and spike networks-on-chip

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