Topic
deep neural networks
Artificial Intelligence #prototypenas#neural architecture search
PrototypeNAS: Zero-Shot Neural Architecture Search for Microcontroller-Based Edge AI
PrototypeNAS is a zero-shot neural architecture search method that rapidly designs deep neural networks for microcontroller units. It uses a novel three-step search process to compress and specialize DNNs without training from scratch, achieving accuracy comparable to large models in minutes.
Jun 20, 2026 1 source
Artificial Intelligence #deep neural networks#non-archimedean analysis
Deep Neural Networks Formulated via Non-Archimedean Analysis Offer New Universal Approximation Capabilities
A new paper on arXiv presents a formulation of deep neural networks using non-Archimedean analysis, employing multilayered tree-like architectures based on rings of integers of local fields. The networks are shown to be robust universal approximators for functions on these rings and the unit interval.
Jun 16, 2026 1 source