Differentiable Network Pruning for Microcontrollers

15 October 2021

Papers citing "Differentiable Network Pruning for Microcontrollers"

13 / 13 papers shown

Title
DEX: Data Channel Extension for Efficient CNN Inference on Tiny AI Accelerators Taesik Gong F. Kawsar Chulhong Min 64 3 0 09 Dec 2024
DiTMoS: Delving into Diverse Tiny-Model Selection on Microcontrollers Xiao Ma Shengfeng He Hezhe Qiao Dong-Lai Ma 29 1 0 14 Mar 2024
Value Prediction for Spatiotemporal Gait Data Using Deep Learning Ryan Cavanagh Jelena Trajkovic Wenlu Zhang I-Hung Khoo Vennila Krishnan CVBM 18 0 0 29 Feb 2024
Synergy: Towards On-Body AI via Tiny AI Accelerator Collaboration on Wearables Taesik Gong S. Jang Utku Günay Acer F. Kawsar Chulhong Min 33 2 0 11 Dec 2023
MicroNAS: Memory and Latency Constrained Hardware-Aware Neural Architecture Search for Time Series Classification on Microcontrollers Tobias King Yexu Zhou Tobias Röddiger Michael Beigl 26 2 0 27 Oct 2023
Cost-Driven Hardware-Software Co-Optimization of Machine Learning Pipelines Ravit Sharma W. Romaszkan Feiqian Zhu Puneet Gupta Ankur Mehta 19 0 0 11 Oct 2023
Model Compression in Practice: Lessons Learned from Practitioners Creating On-device Machine Learning Experiences Fred Hohman Mary Beth Kery Donghao Ren Dominik Moritz 19 16 0 06 Oct 2023
TinyML: Tools, Applications, Challenges, and Future Research Directions Rakhee Kallimani K. Pai Prasoon Raghuwanshi S. Iyer O. López 36 40 0 23 Mar 2023
Pex: Memory-efficient Microcontroller Deep Learning through Partial Execution Edgar Liberis Nicholas D. Lane 13 3 0 30 Nov 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 21 118 0 29 May 2022
Sparsity in Deep Learning: Pruning and growth for efficient inference and training in neural networks Torsten Hoefler Dan Alistarh Tal Ben-Nun Nikoli Dryden Alexandra Peste MQ 141 684 0 31 Jan 2021
TensorFlow Lite Micro: Embedded Machine Learning on TinyML Systems R. David Jared Duke Advait Jain Vijay Janapa Reddi Nat Jeffries ... Meghna Natraj Shlomi Regev Rocky Rhodes Tiezhen Wang Pete Warden 107 465 0 17 Oct 2020
What is the State of Neural Network Pruning? Davis W. Blalock Jose Javier Gonzalez Ortiz Jonathan Frankle John Guttag 188 1,027 0 06 Mar 2020