2 papers
cs.DC2026
Split CNN Inference on Networked Microcontrollers
Junyu Lu, Shashwath Suresh, Hao Liu +2
Running deep neural networks on microcontroller units (MCUs) is severely constrained by limited memory resources. While TinyML techniques reduce model size and computation, they of…
cs.LG2026
InstMeter: An Instruction-Level Method to Predict Energy and Latency of DL Model Inference on MCUs
Hao Liu, Qing Wang, Marco Zuniga
Deep learning (DL) models can now run on microcontrollers (MCUs). Through neural architecture search (NAS), we can search DL models that meet the constraints of MCUs. Among various…