Title
MatchNAS: Optimizing Edge AI in Sparse-Label Data Contexts via Automating Deep Neural Network Porting for Mobile Deployment Hongtao Huang Xiaojun Chang Wen Hu Lina Yao 30 0 0 21 Feb 2024
Mixed-TD: Efficient Neural Network Accelerator with Layer-Specific Tensor Decomposition Zhewen Yu C. Bouganis 19 0 0 08 Jun 2023
EdgeTran: Co-designing Transformers for Efficient Inference on Mobile Edge Platforms Shikhar Tuli N. Jha 34 3 0 24 Mar 2023
DetOFA: Efficient Training of Once-for-All Networks for Object Detection Using Path Filter Yuiko Sakuma Masato Ishii T. Narihira 28 2 0 23 Mar 2023
Pruning Compact ConvNets for Efficient Inference Sayan Ghosh Karthik Prasad Xiaoliang Dai Peizhao Zhang Bichen Wu Graham Cormode Peter Vajda VLM 19 4 0 11 Jan 2023
An Ensemble Mobile-Cloud Computing Method for Affordable and Accurate Glucometer Readout Navidreza Asadi M. Goudarzi 14 1 0 04 Jan 2023
Toward Edge-Efficient Dense Predictions with Synergistic Multi-Task Neural Architecture Search Thanh Vu Yan-Quan Zhou Chun-Yung Wen Yueqi Li Jan-Michael Frahm 32 4 0 04 Oct 2022
Designing and Training of Lightweight Neural Networks on Edge Devices using Early Halting in Knowledge Distillation Rahul Mishra Hari Prabhat Gupta 27 8 0 30 Sep 2022
Tiered Pruning for Efficient Differentialble Inference-Aware Neural Architecture Search Slawomir Kierat Mateusz Sieniawski Denys Fridman Chendi Yu Szymon Migacz Pawel M. Morkisz A. Fit-Florea 3DPC 19 0 0 23 Sep 2022
Design Automation for Fast, Lightweight, and Effective Deep Learning Models: A Survey Dalin Zhang Kaixuan Chen Yan Zhao B. Yang Li-Ping Yao Christian S. Jensen 43 3 0 22 Aug 2022
Surrogate-assisted Multi-objective Neural Architecture Search for Real-time Semantic Segmentation Zhichao Lu Ran Cheng Shihua Huang Haotong Zhang Changxiao Qiu Fan Yang SSeg 17 22 0 14 Aug 2022
Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-Resolution Yushu Wu Yifan Gong Pu Zhao Yanyu Li Zheng Zhan Wei Niu Hao Tang Minghai Qin Bin Ren Yanzhi Wang SupR MQ 27 23 0 25 Jul 2022
When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search Guocheng Qian Xuanyang Zhang G. Li Chen Zhao Yukang Chen X. Zhang Bernard Ghanem Jian-jun Sun 37 4 0 11 Apr 2022
AutoCoMet: Smart Neural Architecture Search via Co-Regulated Shaping Reinforcement M. Das Brijraj Singh Harsh Chheda Pawan Sharma NS Pradeep 25 0 0 29 Mar 2022
A Semi-Decoupled Approach to Fast and Optimal Hardware-Software Co-Design of Neural Accelerators Bingqian Lu Zheyu Yan Yiyu Shi Shaolei Ren 21 2 0 25 Mar 2022
Non-Probability Sampling Network for Stochastic Human Trajectory Prediction Inhwan Bae Jin-Hwi Park Hae-Gon Jeon 19 53 0 25 Mar 2022
Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective Functions Xin-Yue Fan Zi Li Ziyang Li Xiaolin Wang Risheng Liu Zhongxuan Luo Hao Huang 13 11 0 14 Mar 2022
Automatic Mapping of the Best-Suited DNN Pruning Schemes for Real-Time Mobile Acceleration Yifan Gong Geng Yuan Zheng Zhan Wei Niu Zhengang Li ... Sijia Liu Bin Ren Xue Lin Xulong Tang Yanzhi Wang 20 10 0 22 Nov 2021
FBNetV5: Neural Architecture Search for Multiple Tasks in One Run Bichen Wu Chaojian Li Hang Zhang Xiaoliang Dai Peizhao Zhang Matthew Yu Jialiang Wang Yingyan Lin Peter Vajda ViT 27 23 0 19 Nov 2021
When to Prune? A Policy towards Early Structural Pruning Maying Shen Pavlo Molchanov Hongxu Yin J. Álvarez VLM 20 52 0 22 Oct 2021
Across-Task Neural Architecture Search via Meta Learning Jingtao Rong Xinyi Yu Mingyang Zhang L. Ou 21 1 0 12 Oct 2021
PhiNets: a scalable backbone for low-power AI at the edge Francesco Paissan Alberto Ancilotto Elisabetta Farella 26 32 0 01 Oct 2021
Pareto-wise Ranking Classifier for Multi-objective Evolutionary Neural Architecture Search Lianbo Ma Nan Li Guo-Ding Yu Xiao Geng Min Huang Xingwei Wang 27 53 0 14 Sep 2021
Prioritized Subnet Sampling for Resource-Adaptive Supernet Training Bohong Chen Mingbao Lin Rongrong Ji Liujuan Cao 19 2 0 12 Sep 2021
Auto-Split: A General Framework of Collaborative Edge-Cloud AI Amin Banitalebi-Dehkordi Naveen Vedula J. Pei Fei Xia Lanjun Wang Yong Zhang 22 89 0 30 Aug 2021
Learning to Rank Ace Neural Architectures via Normalized Discounted Cumulative Gain Yuge Zhang Quan Zhang Li Lyna Zhang Yaming Yang Chenqian Yan Xiaotian Gao Yuqing Yang 30 0 0 06 Aug 2021
Bias Loss for Mobile Neural Networks L. Abrahamyan Valentin Ziatchin Yiming Chen Nikos Deligiannis 13 14 0 23 Jul 2021
HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning Hayeon Lee Sewoong Lee Song Chong S. Hwang 13 26 0 16 Jun 2021
AutoSpace: Neural Architecture Search with Less Human Interference Daquan Zhou Xiaojie Jin Xiaochen Lian Linjie Yang Yujing Xue Qibin Hou Jiashi Feng 21 10 0 22 Mar 2021
Rethinking Co-design of Neural Architectures and Hardware Accelerators Yanqi Zhou Xuanyi Dong Berkin Akin Mingxing Tan Daiyi Peng Tianjian Meng Amir Yazdanbakhsh Da Huang Ravi Narayanaswami James Laudon 49 26 0 17 Feb 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane K. E. Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 26 95 0 22 Jan 2021
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 47 116 0 25 Nov 2020
FP-NAS: Fast Probabilistic Neural Architecture Search Zhicheng Yan Xiaoliang Dai Peizhao Zhang Yuandong Tian Bichen Wu Matt Feiszli 19 23 0 22 Nov 2020
TUTOR: Training Neural Networks Using Decision Rules as Model Priors Shayan Hassantabar Prerit Terway N. Jha 25 10 0 12 Oct 2020
One Shot 3D Photography Johannes Kopf Kevin Blackburn-Matzen Suhib Alsisan Ocean Quigley Francis Ge ... Peizhao Zhang Zijian He Peter Vajda Ayush Saraf Michael F. Cohen 23 79 0 27 Aug 2020
CovidDeep: SARS-CoV-2/COVID-19 Test Based on Wearable Medical Sensors and Efficient Neural Networks Shayan Hassantabar Novati Stefano Vishweshwar Ghanakota A. Ferrari G. Nicola R. Bruno I. Marino Kenza Hamidouche N. Jha 13 69 0 20 Jul 2020
BRP-NAS: Prediction-based NAS using GCNs L. Dudziak Thomas C. P. Chau Mohamed S. Abdelfattah Royson Lee Hyeji Kim Nicholas D. Lane GNN 10 200 0 16 Jul 2020
APQ: Joint Search for Network Architecture, Pruning and Quantization Policy Tianzhe Wang Kuan-Chieh Jackson Wang Han Cai Ji Lin Zhijian Liu Song Han MQ 33 174 0 15 Jun 2020
Few-shot Neural Architecture Search Yiyang Zhao Linnan Wang Yuandong Tian Rodrigo Fonseca Tian Guo 20 90 0 11 Jun 2020
Visual Transformers: Token-based Image Representation and Processing for Computer Vision Bichen Wu Chenfeng Xu Xiaoliang Dai Alvin Wan Peizhao Zhang Zhicheng Yan M. Tomizuka Joseph E. Gonzalez Kurt Keutzer Peter Vajda ViT 30 545 0 05 Jun 2020
A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Xiaojiang Chen Xin Wang AI4CE 48 653 0 01 Jun 2020
Joint Multi-Dimension Pruning via Numerical Gradient Update Zechun Liu X. Zhang Zhiqiang Shen Zhe Li Yichen Wei Kwang-Ting Cheng Jian Sun 41 18 0 18 May 2020
MUXConv: Information Multiplexing in Convolutional Neural Networks Zhichao Lu Kalyanmoy Deb Vishnu Naresh Boddeti 14 44 0 31 Mar 2020
BS-NAS: Broadening-and-Shrinking One-Shot NAS with Searchable Numbers of Channels Zan Shen Jiang Qian Bojin Zhuang Shaojun Wang Jing Xiao 26 5 0 22 Mar 2020
FasterSeg: Searching for Faster Real-time Semantic Segmentation Wuyang Chen Xinyu Gong Xianming Liu Qian Zhang Yuan Li Zhangyang Wang SSeg OOD 19 189 0 23 Dec 2019
Neural Predictor for Neural Architecture Search W. Wen Hanxiao Liu H. Li Yiran Chen Gabriel Bender Pieter-Jan Kindermans 32 194 0 02 Dec 2019
Device-Circuit-Architecture Co-Exploration for Computing-in-Memory Neural Accelerators Weiwen Jiang Qiuwen Lou Zheyu Yan Lei Yang J. Hu X. S. Hu Yiyu Shi 11 71 0 31 Oct 2019
Decomposable-Net: Scalable Low-Rank Compression for Neural Networks A. Yaguchi Taiji Suzuki Shuhei Nitta Y. Sakata A. Tanizawa 17 9 0 29 Oct 2019
DiabDeep: Pervasive Diabetes Diagnosis based on Wearable Medical Sensors and Efficient Neural Networks Hongxu Yin Bilal Mukadam Xiaoliang Dai N. Jha 23 47 0 11 Oct 2019
DeepCABAC: A Universal Compression Algorithm for Deep Neural Networks Simon Wiedemann H. Kirchhoffer Stefan Matlage Paul Haase Arturo Marbán ... Ahmed Osman D. Marpe H. Schwarz Thomas Wiegand Wojciech Samek 41 92 0 27 Jul 2019