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ENAS is a hardware-aware Neural Architecture Search framework that operates efficiently on CPUs without GPUs, achieving speedups and competitive accuracy for TinyML models on resource-constrained microcontrollers.
The paper introduces Lie–Taylor jet matching, a solver-free framework for training Universal Differential Equations on microcontrollers, achieving accuracy comparable to traditional methods with minimal memory usage.
Canonical announces Zephyr 26.04 LTS, an enterprise-ready RTOS distribution with up to 15 years of support to address EU Cyber Resilience Act compliance and developer experience challenges.
LispBM is an open-source concurrent Lisp implementation designed for microcontrollers, featuring message passing and WebAssembly support for online testing.
This paper introduces a PyTorch-based framework for pruning binarized neural networks and proposes a novel global weighting pruning method that achieves superior accuracy and pruning rates, enabling efficient deployment on edge hardware like FPGAs.
An article about 'Kek', a versatile PDP-11/70 emulator that runs on platforms from Linux to microcontrollers like the Teensy 4.1 and ESP32, capable of running various Unix versions.
Adafruit's ICYMI newsletter covers Python on microcontrollers, new CircuitPython releases, a coding bot, and tips to catch ISP cheating.
The paper presents BearingNAS, a hardware-aware neural architecture search framework that designs intelligent fault diagnosis systems for bearings, targeting microcontrollers and sensor processing units with extremely limited memory (4-8 KiB RAM, 16-32 KiB Flash) while running entirely on a laptop CPU and achieving 99.50% diagnostic accuracy.
Microflow is a product that aims to simplify working with microcontrollers.