Entity · technique

Binarized Neural Network

techniqueactiveprovisionalbinarized-neural-network-706aaeb6·1 events·first seen 22h ago

Aliases: Binarized Neural Network

Co-occurring entities

Differentiable Logic Gate Networks Nvidia Jetson Orin Nano

More like this (12)

Graph Neural Network Encoder Neural Operator Neural Classification Trees Graph Neural Networks NeuralBench Neural Safety Filters Topological Neural Operators Spiking Neural Networks neural network image classifiers Modern Hopfield Network AWS Neuron NNCF (Neural Network Compression Framework)

Recent events (1)

4arXiv · cs.AI·22h ago·source ↗

Differentiable Logic Gate Networks achieve low-latency EEG classification on edge devices

Researchers evaluate Differentiable Logic Gate Networks (Diff-Logic) for real-time EEG classification on edge hardware, compiling models into pure Boolean circuits executable via bitwise CPU operations. Across four EEG datasets covering dementia detection and emotion recognition, Diff-Logic matches or outperforms MLP and Binarized Neural Network baselines while achieving up to 2.9× speedup and 14× smaller model size on a 7W Nvidia Jetson Orin Nano. Inference latency remains nearly constant as model scale increases 10×, making the approach attractive for resource-constrained brain-computer interfaces.

Evaluation and Benchmarking Inference Economics Binarized Neural Network Differentiable Logic Gate Networks Nvidia Jetson Orin Nano