Towards Diverse Tiny-Model Selection for Microcontrollers
Published in IEEE TMC 2025, 2025
Recommended citation: Xiao Ma, Shengfeng He, Hezhe Qiao, Dong Ma. (2025). "Towards Diverse Tiny-Model Selection for Microcontrollers." IEEE TMC. https://ieeexplore.ieee.org/abstract/document/10970460
This journal paper provides an extended and comprehensive analysis of tiny model selection techniques for microcontroller-based deployments, building upon our award-winning PerCom work.
Abstract
This work presents a thorough investigation into the challenges and opportunities of deploying diverse machine learning models on microcontrollers, with extensive experimental validation and real-world case studies.
Key Contributions
- Extended framework for tiny model deployment
- Comprehensive performance analysis across platforms
- Energy efficiency optimizations
- Scalable deployment strategies
Links
Recommended citation: Xiao Ma, Shengfeng He, Hezhe Qiao, Dong Ma. (2025). “Towards Diverse Tiny-Model Selection for Microcontrollers.” IEEE TMC 2025.