On-Device Machine Learning: An Algorithms and Learning Theory Perspective

2 November 2019

Papers citing "On-Device Machine Learning: An Algorithms and Learning Theory Perspective"

50 / 54 papers shown

Title
Beyond Low-rank Decomposition: A Shortcut Approach for Efficient On-Device Learning Le-Trung Nguyen Ael Quélennec Van-Tam Nguyen Enzo Tartaglione 43 0 0 08 May 2025
Onboard Optimization and Learning: A Survey Monirul Islam Pavel Siyi Hu Mahardhika Pratama Ryszard Kowalczyk 26 0 0 07 May 2025
Efficient Adaptation of Deep Neural Networks for Semantic Segmentation in Space Applications Leonardo Olivi Edoardo Santero Mormile Enzo Tartaglione SSeg 35 0 0 22 Apr 2025
LeanTTA: A Backpropagation-Free and Stateless Approach to Quantized Test-Time Adaptation on Edge Devices Cynthia Dong Hong Jia Young D. Kwon Georgios Rizos Cecilia Mascolo MQ 66 0 0 20 Mar 2025
A Systematic Review of ECG Arrhythmia Classification: Adherence to Standards, Fair Evaluation, and Embedded Feasibility Guilherme Silva Pedro H. L. Silva Gladston J. P. Moreira Vander L. S. Freitas Jadson Gertrudes Eduardo José da S. Luz 61 0 0 10 Mar 2025
Fully Autonomous Programming using Iterative Multi-Agent Debugging with Large Language Models Anastasiia Grishina Vadim Liventsev Aki Härmä Leon Moonen ELM 87 0 0 10 Mar 2025
Empowering Edge Intelligence: A Comprehensive Survey on On-Device AI Models Xubin Wang Zhiqing Tang Jianxiong Guo Tianhui Meng Chenhao Wang Tian-sheng Wang Weijia Jia 52 1 0 08 Mar 2025
Privacy-Enhanced Training-as-a-Service for On-Device Intelligence: Concept, Architectural Scheme, and Open Problems Zhiyuan Wu Sheng Sun Yuwei Wang Min Liu Bo Gao Tianliu He Wen Wang 68 0 0 24 Feb 2025
Graph in the Vault: Protecting Edge GNN Inference with Trusted Execution Environment Ruyi Ding Tianhong Xu A. A. Ding Yunsi Fei FedML 41 0 0 20 Feb 2025
Stepping Forward on the Last Mile Chen Feng Shaojie Zhuo Xiaopeng Zhang R. Ramakrishnan Zhaocong Yuan Andrew Zou Li 43 0 0 06 Nov 2024
Designing Extremely Memory-Efficient CNNs for On-device Vision Tasks Jaewook Lee Yoel Park Seulki Lee VLM 25 1 0 07 Aug 2024
A Thorough Performance Benchmarking on Lightweight Embedding-based Recommender Systems Hung Vinh Tran Tong Chen Quoc Viet Hung Nguyen Zi-Rui Huang Lizhen Cui Hongzhi Yin 43 1 0 25 Jun 2024
P4: Towards private, personalized, and Peer-to-Peer learning Mohammad Maheri S. Siby Sina Abdollahi Anastasia Borovykh Hamed Haddadi 26 0 0 27 May 2024
Talaria: Interactively Optimizing Machine Learning Models for Efficient Inference Fred Hohman Chaoqun Wang Jinmook Lee Jochen Görtler Dominik Moritz Jeffrey P. Bigham Zhile Ren Cecile Foret Qi Shan Xiaoyi Zhang 35 7 0 03 Apr 2024
Towards Low-Energy Adaptive Personalization for Resource-Constrained Devices Yushan Huang Josh Millar Yuxuan Long Yuchen Zhao Hamed Haddadi 41 0 0 23 Mar 2024
Multisize Dataset Condensation Yang He Lingao Xiao Qiufeng Wang Ivor Tsang AI4CE DD 36 11 0 10 Mar 2024
Training Machine Learning models at the Edge: A Survey Aymen Rayane Khouas Mohamed Reda Bouadjenek Hakim Hacid Sunil Aryal 29 10 0 05 Mar 2024
Integrating Pre-Trained Language Model with Physical Layer Communications Ju-Hyung Lee Dong-Ho Lee Joohan Lee Jay Pujara 42 4 0 18 Feb 2024
Mobile Fitting Room: On-device Virtual Try-on via Diffusion Models Justin Blalock David Munechika Harsha Karanth Alec Helbling Pratham Mehta Seongmin Lee Duen Horng Chau DiffM 27 0 0 02 Feb 2024
Model Compression in Practice: Lessons Learned from Practitioners Creating On-device Machine Learning Experiences Fred Hohman Mary Beth Kery Donghao Ren Dominik Moritz 24 16 0 06 Oct 2023
Federated Learning for Computationally-Constrained Heterogeneous Devices: A Survey Kilian Pfeiffer Martin Rapp R. Khalili J. Henkel FedML 22 63 0 18 Jul 2023
TinyMetaFed: Efficient Federated Meta-Learning for TinyML Haoyu Ren Xue Li Darko Anicic Thomas Runkler 30 3 0 13 Jul 2023
Towards Real Smart Apps: Investigating Human-AI Interactions in Smartphone On-Device AI Apps Jason Ching Yuen Siu Jieshan Chen Yujin Huang Zhenchang Xing Chunyang Chen 11 0 0 03 Jul 2023
Fully Autonomous Programming with Large Language Models Vadim Liventsev Anastasiia Grishina Aki Härmä Leon Moonen ELM 34 37 0 20 Apr 2023
Towards Building Child-Centered Machine Learning Pipelines: Use Cases from K-12 and Higher-Education Alpay Sabuncuoglu Ceylan Beşevli T. Metin Sezgin 6 0 0 19 Apr 2023
Mathematical Challenges in Deep Learning V. Nia Guojun Zhang I. Kobyzev Michael R. Metel Xinlin Li ... S. Hemati M. Asgharian Linglong Kong Wulong Liu Boxing Chen AI4CE VLM 37 1 0 24 Mar 2023
Neural Preset for Color Style Transfer Zhanghan Ke Yuhao Liu Lei Zhu Nanxuan Zhao Rynson W. H. Lau 29 34 0 23 Mar 2023
Gated Compression Layers for Efficient Always-On Models Haiguang Li T. Thormundsson I. Poupyrev N. Gillian 38 2 0 15 Mar 2023
EcoTTA: Memory-Efficient Continual Test-time Adaptation via Self-distilled Regularization Jun S. Song Jungsoo Lee In So Kweon Sungha Choi TTA 36 83 0 03 Mar 2023
On-Device Unsupervised Image Segmentation Junhuan Yang Yi Sheng Yu-zhao Zhang Weiwen Jiang Lei Yang 28 12 0 24 Feb 2023
On-device Training: A First Overview on Existing Systems Shuai Zhu Thiemo Voigt Jeonggil Ko Fatemeh Rahimian 34 14 0 01 Dec 2022
Efficient Fine-Tuning of Compressed Language Models with Learners Danilo Vucetic Mohammadreza Tayaranian M. Ziaeefard J. Clark B. Meyer W. Gross 16 2 0 03 Aug 2022
Efficient Personalized Learning for Wearable Health Applications using HyperDimensional Computing Sina Shahhosseini Yang Ni Hamid Alikhani Emad Kasaeyan Naeini Mohsen Imani N. Dutt Amir M. Rahmani 6 1 0 01 Aug 2022
Device-Cloud Collaborative Recommendation via Meta Controller Jiangchao Yao Feng Wang Xichen Ding Shaohu Chen Bo Han Jingren Zhou Hongxia Yang 30 17 0 07 Jul 2022
Towards Trustworthy Edge Intelligence: Insights from Voice-Activated Services W. Hutiri Aaron Yi Ding 30 4 0 20 Jun 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 27 118 0 29 May 2022
Efficient Fine-Tuning of BERT Models on the Edge Danilo Vucetic Mohammadreza Tayaranian M. Ziaeefard J. Clark B. Meyer W. Gross 23 33 0 03 May 2022
CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization Kilian Pfeiffer Martin Rapp R. Khalili J. Henkel FedML 13 11 0 10 Mar 2022
EdgeFormer: A Parameter-Efficient Transformer for On-Device Seq2seq Generation Tao Ge Si-Qing Chen Furu Wei MoE 29 21 0 16 Feb 2022
ODSearch: Fast and Resource Efficient On-device Natural Language Search for Fitness Trackers' Data Reza Rawassizadeh Yitong Rong 13 6 0 31 Jan 2022
Interactive Attention AI to translate low light photos to captions for night scene understanding in women safety A. Rajagopal V. Nirmala Arun Muthuraj Vedamanickam 11 0 0 04 Jan 2022
DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems Martin Rapp R. Khalili Kilian Pfeiffer J. Henkel 19 18 0 16 Dec 2021
Deep Learning in Human Activity Recognition with Wearable Sensors: A Review on Advances Shibo Zhang Yaxuan Li Shen Zhang Farzad Shahabi S. Xia Yuanbei Deng N. Alshurafa BDL 23 295 0 31 Oct 2021
A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays Leonardo Ravaglia Manuele Rusci D. Nadalini Alessandro Capotondi Francesco Conti Luca Benini BDL 39 64 0 20 Oct 2021
LCS: Learning Compressible Subspaces for Adaptive Network Compression at Inference Time Elvis Nunez Maxwell Horton Anish K. Prabhu Anurag Ranjan Ali Farhadi Mohammad Rastegari 24 4 0 08 Oct 2021
Asynchronous Federated Learning for Sensor Data with Concept Drift Yujing Chen Zheng Chai Yue Cheng Huzefa Rangwala FedML 16 32 0 01 Sep 2021
An Energy-Efficient Edge Computing Paradigm for Convolution-based Image Upsampling Ian Colbert Ken Kreutz-Delgado Srinjoy Das 41 4 0 15 Jul 2021
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 52 116 0 25 Nov 2020
Artificial Intelligence for UAV-enabled Wireless Networks: A Survey Mohamed-Amine Lahmeri Mustafa A. Kishk Mohamed-Slim Alouini 26 102 0 24 Sep 2020
SEFR: A Fast Linear-Time Classifier for Ultra-Low Power Devices Hamidreza Keshavarz M. S. Abadeh Reza Rawassizadeh 11 15 0 08 Jun 2020