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Pex: Memory-efficient Microcontroller Deep Learning through Partial Execution

30 November 2022

Papers citing "Pex: Memory-efficient Microcontroller Deep Learning through Partial Execution"

23 / 23 papers shown

Title
Memory Safe Computations with XLA Compiler A. Artemev Tilman Roeder Mark van der Wilk 56 8 0 28 Jun 2022
UDC: Unified DNAS for Compressible TinyML Models Igor Fedorov Ramon Matas Hokchhay Tann Chu Zhou Matthew Mattina P. Whatmough AI4CE 68 14 0 15 Jan 2022
Automap: Towards Ergonomic Automated Parallelism for ML Models Michael Schaarschmidt Dominik Grewe Dimitrios Vytiniotis Adam Paszke G. Schmid ... James Molloy Jonathan Godwin Norman A. Rink Vinod Nair Dan Belov MoE 60 16 0 06 Dec 2021
Differentiable Network Pruning for Microcontrollers Edgar Liberis Nicholas D. Lane 71 22 0 15 Oct 2021
DynO: Dynamic Onloading of Deep Neural Networks from Cloud to Device Mario Almeida Stefanos Laskaridis Stylianos I. Venieris Ilias Leontiadis Nicholas D. Lane 52 36 0 20 Apr 2021
$μ$ NAS: Constrained Neural Architecture Search for Microcontrollers Edgar Liberis Łukasz Dudziak Nicholas D. Lane BDL 63 105 0 27 Oct 2020
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 245 481 0 17 Oct 2020
MCUNet: Tiny Deep Learning on IoT Devices Ji Lin Wei-Ming Chen Chengyue Wu J. Cohn Chuang Gan Song Han 152 492 0 20 Jul 2020
Data Movement Is All You Need: A Case Study on Optimizing Transformers A. Ivanov Nikoli Dryden Tal Ben-Nun Shigang Li Torsten Hoefler 110 135 0 30 Jun 2020
RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference Oindrila Saha Aditya Kusupati H. Simhadri Manik Varma Prateek Jain 60 56 0 27 Feb 2020
CoopNet: Cooperative Convolutional Neural Network for Low-Power MCUs Luca Mocerino A. Calimera MQ 56 9 0 19 Nov 2019
Neural networks on microcontrollers: saving memory at inference via operator reordering Edgar Liberis Nicholas D. Lane 58 46 0 02 Oct 2019
Visual Wake Words Dataset Aakanksha Chowdhery Pete Warden Jonathon Shlens Andrew G. Howard Rocky Rhodes VLM 83 102 0 12 Jun 2019
SpArSe: Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers Igor Fedorov Ryan P. Adams Matthew Mattina P. Whatmough 78 168 0 28 May 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 164 18,193 0 28 May 2019
Improving Strong-Scaling of CNN Training by Exploiting Finer-Grained Parallelism Nikoli Dryden N. Maruyama Tom Benson Tim Moon M. Snir B. Van Essen 66 49 0 15 Mar 2019
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware Han Cai Ligeng Zhu Song Han 105 1,876 0 02 Dec 2018
Beyond Data and Model Parallelism for Deep Neural Networks Zhihao Jia Matei A. Zaharia A. Aiken GNN AI4CE 64 506 0 14 Jul 2018
Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition Pete Warden 97 1,627 0 09 Apr 2018
CMSIS-NN: Efficient Neural Network Kernels for Arm Cortex-M CPUs Liangzhen Lai Naveen Suda Vikas Chandra 69 381 0 19 Jan 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 207 19,335 0 13 Jan 2018
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference Benoit Jacob S. Kligys Bo Chen Menglong Zhu Matthew Tang Andrew G. Howard Hartwig Adam Dmitry Kalenichenko MQ 164 3,143 0 15 Dec 2017
Deep Residual Learning for Small-Footprint Keyword Spotting Raphael Tang Jimmy J. Lin 78 237 0 28 Oct 2017