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ENAS: An Efficient Hardware-Aware Neural Architecture Search Framework for TinyML on Resource-Constrained Microcontrollers

arXiv cs.LG ↗ · 2026-09-29 Cached

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.

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#microcontrollers

TinyUDE: Solver-Free Universal Differential Equations on Microcontrollers via Lie-Taylor Jet Matching

arXiv cs.LG ↗ · 2026-09-24 Cached

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.

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#microcontrollers

Canonical announces Zephyr 26.04 LTS

Lobsters Hottest ↗ · 2026-09-21 Cached

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.

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#microcontrollers

LispBM is a concurrent Lisp for microcontrollers with message passing

Hacker News Top ↗ · 2026-09-16 Cached

LispBM is an open-source concurrent Lisp implementation designed for microcontrollers, featuring message passing and WebAssembly support for online testing.

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#microcontrollers

Pruning Binarized Neural Networks: A Dedicated Framework and Globally Weighted Algorithms

arXiv cs.LG ↗ · 2026-08-28 Cached

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.

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#microcontrollers

A Versatile PDP-11/70 Emulator

Lobsters Hottest ↗ · 2026-08-04 Cached

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.

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#microcontrollers

@adafruit: ICYMI Python on Microcontrollers Newsletter: Python on Microcontrollers Newsletter: Catch Your ISP Cheating, New Circui…

X AI KOLs Timeline ↗ · 2026-07-28

Adafruit's ICYMI newsletter covers Python on microcontrollers, new CircuitPython releases, a coding bot, and tips to catch ISP cheating.

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#microcontrollers

BearingNAS: Obtaining In-Sensor Intelligent Fault Diagnosis Systems for Bearings Using a Laptop

arXiv cs.LG ↗ · 2026-07-22 Cached

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.

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#microcontrollers

Microflow

Product Hunt ↗ · 2026-07-13

Microflow is a product that aims to simplify working with microcontrollers.

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