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tinyML Submissions
Hardware Aware Training for Efficient Keyword Spotting on General Purpose and Specialized Hardware
Peter Blouw
,
Gurshaant Malik
,
Benjamin Morcos
,
Aaron Voelker
,
Chris Eliasmith
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Regular
Readers:
Everyone
Creating Robust Deep Neural Networks With Coded Distributed Computing for IoT Systems
Ramyad Hadidi
,
jiashen Cao
,
Hyesoon Kim
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Research Symposium Blind Submission
Readers:
Everyone
Characterization of Neural Networks Automatically Mapped on Automotive-grade Microcontrollers
Danilo Pau
,
Davide Denaro
,
Luigi Zambrano
,
Giulia Crocioni
,
Giambattista Gruosso
,
Giuseppe Di Giore
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Regular
Readers:
Everyone
An Ultra-low Power RNN Classifier for Always-On Voice Wake- Up Detection Robust to Real-World Scenarios
Emmanuel Hardy
,
Franck Badets
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Poster
Readers:
Everyone
Compiler Toolchains for Deep Learning Workloads on Embedded Platforms
Max Sponner
,
Bernd Waschneck
,
Akash Kumar
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Regular
Readers:
Everyone
Green Accelerated Hoeffding Tree
Eva Garcia-Martin
,
Albert Bifet
,
Niklas Lavesson
,
Rikard König
,
Henrik Linusson
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Poster
Readers:
Everyone
Mini-NAS: A Neural Architecture Search Framework for Small Scale Image Classification Applications
Shahid Siddiqui
,
Christos Kyrkou
,
Theocharis Theocharides
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Research Symposium Blind Submission
Readers:
Everyone
Deep Learning for Compute in Memory
Matthias Reisser
,
Saurabh Pitre
,
Xiaochun Zhu
,
Harris Teague
,
Joseph Wang
,
Max Welling
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Poster
Readers:
Everyone
hls4ml: An Open-Source Co-Design Workflow to Empower Scientific Low-Power Machine Learning Devices
Farah Fahim
,
Benjamin Hawks
,
Christian Herwig
,
James Hirschauer
,
Sergo Jindariani
,
Nhan Tran
,
Luca Carloni
,
Giuseppe Di Guglielmo
,
Philip Harris
,
Jeffrey Krupa
,
Dylan Rankin
,
Manuel Blanco Valentin
,
Josiah Hester
,
Yingyi Luo
,
John Mamish
,
Seda Memik
,
Thea Aarrestad
,
Hamza Javed
,
Vladimir Loncar
,
Maurizio Pierini
,
Adrian Alan Pol
,
Sioni Summers
,
Javier Duarte
,
Scott Hauck
,
Shih-Chieh Hsu
,
Jennifer Ngadiuba
,
Mia Liu
,
Duc Hoang
,
Edward Kreinar
,
Zhenbin Wu
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Regular
Readers:
Everyone
Quantization-Guided Training for Compact TinyML Models
Sek M. Chai
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Regular
Readers:
Everyone
Memory-Efficient, Limb Position-Aware Hand Gesture Recognition using Hyperdimensional Computing
Andy Zhou
,
Rikky Muller
,
Jan Rabaey
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Regular
Readers:
Everyone
Does Form Follow Function? An Empirical Exploration of the Impact of Deep Neural Network Architecture Design on Hardware-Specific Acceleration
Saad Abbasi
,
Mohammad Javad Shafiee
,
Ellick Chan
,
Alexander Wong
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Poster
Readers:
Everyone
Hypervector Design for Efficient Hyperdimensional Computing on Edge Devices
Toygun Basaklar
,
Yigit Tuncel
,
Shruti Yadav Narayana
,
Suat Gumussoy
,
Umit Y. Ogras
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Regular
Readers:
Everyone
Universal Cyclic Sparsely Connected Layers for Compact Convolutional Neural Network Design
Morteza Hosseini
,
Nitheesh Kumar Manjunath
,
Uttej Kallakuri
,
Vandana Chandrareddy
,
Tinoosh Mohsenin
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Research Symposium Blind Submission
Readers:
Everyone
A VM/Containerized Approach for Scaling TinyML Applications
Meelis Lootus
,
Kartik Thakore
,
Sam Leroux
,
Geert Trooskens
,
Akshay Sharma
,
Holly Ly
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Poster
Readers:
Everyone
TENT: Efficient Quantization of Neural Networks on the tiny Edge with Tapered FixEd PoiNT
Hamed Fatemi
,
Vedant Karia
,
Tej Pandit
,
Dhireesha Kudithipudi
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Poster
Readers:
Everyone
Tiny RespNet: A Scalable Multimodal TinyCNN Processor for Automatic Detection of Respiratory Symptoms
Hasib-Al Rashid
,
Haoran Ren
,
Arnab Neelim Mazumder
,
Tinoosh Mohsenin
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Research Symposium Blind Submission
Readers:
Everyone
TTVOS: Lightweight Video Object Segmentation with Adaptive Template Attention Module and Temporal Consistency Loss
Hyojin Park
,
Ganesh Venkatesh
,
Nojun Kwak
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Regular
Readers:
Everyone
Privacy-Preserving Inference on the Edge: Mitigating a New Threat Model
Kartik Prabhu
,
Brian Jun
,
Pan Hu
,
Zain Asgar
,
Sachin Katti
,
Pete Warden
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Poster
Readers:
Everyone
Smartphone Impostor Detection with Behavioral Data Privacy and Minimalist Hardware Support
Guangyuan Hu
,
Zecheng He
,
Ruby B. Lee
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Regular
Readers:
Everyone
Resource Efficient Deep Reinforcement Learning for Acutely Constrained TinyML Devices
Filip Svoboda
,
David Nunes
,
Milad Alizadeh
,
Russel Daries
,
Rui Luo
,
Akhil Mathur
,
Sourav Bhattacharya
,
Jorge Sa Silva
,
Nicholas Donald Lane
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Poster
Readers:
Everyone
SWIS - Shared Weight bIt Sparsity for Efficient Neural Network Acceleration
Shurui Li
,
Wojciech Romaszkan
,
Alexander Graening
,
Puneet Gupta
21 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Regular
Readers:
Everyone
Autonomous Machine Learning Workloads on Edge Devices: A Case Study
Jonathan Ezroni
,
Yaron Alpert
22 Dec 2020 (modified: 26 Feb 2021)
tinyML 2021 Research Symposium Blind Submission
Readers:
Everyone
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