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 29 0 0 08 Jun 2023
EdgeTran: Co-designing Transformers for Efficient Inference on Mobile Edge Platforms Shikhar Tuli N. Jha 36 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 36 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 24 4 0 11 Jan 2023
An Ensemble Mobile-Cloud Computing Method for Affordable and Accurate Glucometer Readout Navidreza Asadi M. Goudarzi 22 1 0 04 Jan 2023
CODEBench: A Neural Architecture and Hardware Accelerator Co-Design Framework Shikhar Tuli Chia-Hao Li Ritvik Sharma N. Jha 36 13 0 07 Dec 2022
MPCViT: Searching for Accurate and Efficient MPC-Friendly Vision Transformer with Heterogeneous Attention Wenyuan Zeng Meng Li Wenjie Xiong Tong Tong Wen-jie Lu Jin Tan Runsheng Wang Ru Huang 24 20 0 25 Nov 2022
Toward Edge-Efficient Dense Predictions with Synergistic Multi-Task Neural Architecture Search Thanh Tien Vu Yan-Quan Zhou Chun-Yung Wen Yueqi Li Jan-Michael Frahm 42 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 40 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 48 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 22 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 35 23 0 25 Jul 2022
Bi-fidelity Evolutionary Multiobjective Search for Adversarially Robust Deep Neural Architectures Jia-Wei Liu Ran Cheng Yaochu Jin AAML 27 7 0 12 Jul 2022
When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search Guocheng Qian Xuanyang Zhang Ge Li Chen Zhao Yukang Chen Xinming Zhang Guohao Li Jian Sun 39 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 41 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 23 2 0 25 Mar 2022
Non-Probability Sampling Network for Stochastic Human Trajectory Prediction Inhwan Bae Jin-Hwi Park Hae-Gon Jeon 27 54 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 21 11 0 14 Mar 2022
EH-DNAS: End-to-End Hardware-aware Differentiable Neural Architecture Search Qian Jiang Xiaofan Zhang Deming Chen Minh Do Raymond A. Yeh 27 7 0 24 Nov 2021
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 28 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 31 23 0 19 Nov 2021
One Proxy Device Is Enough for Hardware-Aware Neural Architecture Search Bingqian Lu Jianyi Yang Weiwen Jiang Yiyu Shi Shaolei Ren 24 24 0 01 Nov 2021
When to Prune? A Policy towards Early Structural Pruning Maying Shen Pavlo Molchanov Hongxu Yin J. Álvarez VLM 28 53 0 22 Oct 2021
Across-Task Neural Architecture Search via Meta Learning Jingtao Rong Xinyi Yu Mingyang Zhang L. Ou 25 1 0 12 Oct 2021
PhiNets: a scalable backbone for low-power AI at the edge Francesco Paissan Alberto Ancilotto Elisabetta Farella 31 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 30 53 0 14 Sep 2021
Prioritized Subnet Sampling for Resource-Adaptive Supernet Training Bohong Chen Mingbao Lin Rongrong Ji Liujuan Cao 29 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 Zhang Yaming Yang Chenqian Yan Xiaotian Gao Yuqing Yang 33 0 0 06 Aug 2021
Bias Loss for Mobile Neural Networks L. Abrahamyan Valentin Ziatchin Yiming Chen Nikos Deligiannis 15 14 0 23 Jul 2021
HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning Hayeon Lee Sewoong Lee Song Chong Sung Ju Hwang 21 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 26 10 0 22 Mar 2021
Towards Accurate and Compact Architectures via Neural Architecture Transformer Yong Guo Yin Zheng Mingkui Tan Qi Chen Zhipeng Li Jian Chen P. Zhao Junzhou Huang ViT MQ 16 38 0 20 Feb 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 60 26 0 17 Feb 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane Kaoutar El Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 34 96 0 22 Jan 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
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 36 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 28 79 0 27 Aug 2020
Skyline: Interactive In-Editor Computational Performance Profiling for Deep Neural Network Training Geoffrey X. Yu Tovi Grossman Gennady Pekhimenko 18 17 0 15 Aug 2020
Can weight sharing outperform random architecture search? An investigation with TuNAS Gabriel Bender Hanxiao Liu Bo Chen Grace Chu Shuyang Cheng Pieter-Jan Kindermans Quoc V. Le OOD 18 121 0 13 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 18 69 0 20 Jul 2020
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search Zhichao Lu Kalyanmoy Deb E. Goodman W. Banzhaf Vishnu Naresh Boddeti 26 144 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 17 200 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 39 174 0 15 Jun 2020
Few-shot Neural Architecture Search Yiyang Zhao Linnan Wang Yuandong Tian Rodrigo Fonseca Tian Guo 23 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 Masayoshi Tomizuka Joseph E. Gonzalez Kurt Keutzer Peter Vajda ViT 39 546 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