ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware

2 December 2018

Song Han

Papers citing "ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware"

50 / 319 papers shown

Title
L-SWAG: Layer-Sample Wise Activation with Gradients information for Zero-Shot NAS on Vision Transformers S. Casarin Sergio Escalera O. Lanz 32 0 0 12 May 2025
FX-DARTS: Designing Topology-unconstrained Architectures with Differentiable Architecture Search and Entropy-based Super-network Shrinking Xuan Rao Bo Zhao Derong Liu Cesare Alippi 44 0 0 25 Apr 2025
MedNNS: Supernet-based Medical Task-Adaptive Neural Network Search Lotfi Abdelkrim Mecharbat Ibrahim Almakky Martin Takac Mohammad Yaqub 30 0 0 22 Apr 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 50 1 0 08 Mar 2025
Optimizing DNN Inference on Multi-Accelerator SoCs at Training-time Matteo Risso Alessio Burrello Daniele Jahier Pagliari 41 0 0 24 Feb 2025
Fast Data Aware Neural Architecture Search via Supernet Accelerated Evaluation Emil Njor Colby R. Banbury Xenofon Fafoutis 69 0 0 18 Feb 2025
Merino: Entropy-driven Design for Generative Language Models on IoT Devices Youpeng Zhao Ming Lin Huadong Tang Qiang Wu Jun Wang 80 0 0 28 Jan 2025
EM-DARTS: Hierarchical Differentiable Architecture Search for Eye Movement Recognition Huafeng Qin Hongyu Zhu Xin Jin Xin Yu M. El-Yacoubi Xinbo Gao 25 0 0 22 Sep 2024
Combining Neural Architecture Search and Automatic Code Optimization: A Survey Inas Bachiri Hadjer Benmeziane Smail Niar Riyadh Baghdadi Hamza Ouarnoughi Abdelkrime Aries 40 0 0 07 Aug 2024
DεpS: Delayed ε-Shrinking for Faster Once-For-All Training Aditya Annavajjala Alind Khare Animesh Agrawal Igor Fedorov Hugo Latapie Myungjin Lee Alexey Tumanov CLL 42 0 0 08 Jul 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 41 1 0 25 Jun 2024
CSCO: Connectivity Search of Convolutional Operators Tunhou Zhang Shiyu Li Hsin-Pai Cheng Feng Yan Hai Helen Li Yiran Chen 34 0 0 26 Apr 2024
Accel-NASBench: Sustainable Benchmarking for Accelerator-Aware NAS Afzal Ahmad Linfeng Du Zhiyao Xie Wei Zhang 18 0 0 09 Apr 2024
TG-NAS: Leveraging Zero-Cost Proxies with Transformer and Graph Convolution Networks for Efficient Neural Architecture Search Ye Qiao Haocheng Xu Sitao Huang 19 0 0 30 Mar 2024
Robustifying and Boosting Training-Free Neural Architecture Search Zhenfeng He Yao Shu Zhongxiang Dai K. H. Low 32 1 0 12 Mar 2024
G-EvoNAS: Evolutionary Neural Architecture Search Based on Network Growth Juan Zou Weiwei Jiang Yizhang Xia Yuan Liu Zhanglu Hou 23 0 0 05 Mar 2024
Downstream Task Guided Masking Learning in Masked Autoencoders Using Multi-Level Optimization Han Guo Ramtin Hosseini Ruiyi Zhang Sai Ashish Somayajula Ranak Roy Chowdhury Rajesh K. Gupta Pengtao Xie 33 0 0 28 Feb 2024
Multi-objective Differentiable Neural Architecture Search R. Sukthanker Arber Zela B. Staffler Samuel Dooley Josif Grabocka Frank Hutter 40 1 0 28 Feb 2024
AutoMMLab: Automatically Generating Deployable Models from Language Instructions for Computer Vision Tasks Zekang Yang Wang Zeng Sheng Jin Chao Qian Ping Luo Wentao Liu MLLM VLM 53 8 0 23 Feb 2024
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
FL-NAS: Towards Fairness of NAS for Resource Constrained Devices via Large Language Models Ruiyang Qin Yuting Hu Zheyu Yan Jinjun Xiong Ahmed Abbasi Yiyu Shi 24 5 0 09 Feb 2024
LitE-SNN: Designing Lightweight and Efficient Spiking Neural Network through Spatial-Temporal Compressive Network Search and Joint Optimization Qianhui Liu Jiaqi Yan Malu Zhang Gang Pan Haizhou Li 34 4 0 26 Jan 2024
QuadraNet: Improving High-Order Neural Interaction Efficiency with Hardware-Aware Quadratic Neural Networks Chenhui Xu Fuxun Yu Zirui Xu Chenchen Liu Jinjun Xiong Xiang Chen 33 4 0 29 Nov 2023
REDS: Resource-Efficient Deep Subnetworks for Dynamic Resource Constraints Francesco Corti Balz Maag Joachim Schauer U. Pferschy O. Saukh 29 2 0 22 Nov 2023
TinyFormer: Efficient Transformer Design and Deployment on Tiny Devices Jianlei Yang Jiacheng Liao Fanding Lei Meichen Liu Junyi Chen Lingkun Long Han Wan Bei Yu Weisheng Zhao MoE 33 2 0 03 Nov 2023
TS-ENAS:Two-Stage Evolution for Cell-based Network Architecture Search Juan Zou Shenghong Wu Yizhang Xia Weiwei Jiang Zeping Wu Jinhua Zheng 3DV 20 0 0 14 Oct 2023
DONNAv2 -- Lightweight Neural Architecture Search for Vision tasks Sweta Priyadarshi Tianyu Jiang Hsin-Pai Cheng S. Rama Krishna Viswanath Ganapathy C. Patel 36 0 0 26 Sep 2023
InstaTune: Instantaneous Neural Architecture Search During Fine-Tuning S. N. Sridhar Souvik Kundu Sairam Sundaresan Maciej Szankin Anthony Sarah 19 3 0 29 Aug 2023
On-Device Learning with Binary Neural Networks Lorenzo Vorabbi Davide Maltoni Stefano Santi MQ 28 4 0 29 Aug 2023
Dynamical Isometry based Rigorous Fair Neural Architecture Search Jianxiang Luo Junyi Hu Tianji Pang Weihao Huang Chuan-Hsi Liu 21 0 0 05 Jul 2023
Searching for the Fakes: Efficient Neural Architecture Search for General Face Forgery Detection Xiao Jin Xinwen Mu Jing Xu CVBM 13 0 0 15 Jun 2023
Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference Matteo Risso Alessio Burrello G. M. Sarda Luca Benini Enrico Macii M. Poncino Marian Verhelst Daniele Jahier Pagliari 28 4 0 08 Jun 2023
Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML M. Deutel G. Kontes Christopher Mutschler Jürgen Teich 46 0 0 23 May 2023
GeNAS: Neural Architecture Search with Better Generalization Joonhyun Jeong Joonsang Yu Geondo Park Dongyoon Han Y. Yoo 25 4 0 15 May 2023
Auto-CARD: Efficient and Robust Codec Avatar Driving for Real-time Mobile Telepresence Y. Fu Yuecheng Li Chenghui Li Jason M. Saragih Peizhao Zhang Xiaoliang Dai Yingyan Lin 3DH 44 2 0 24 Apr 2023
TinyDet: Accurate Small Object Detection in Lightweight Generic Detectors Shaoyu Chen Tianheng Cheng Jiemin Fang Qian Zhang Yuan Li Wenyu Liu Xinggang Wang ObjD 16 5 0 07 Apr 2023
SparseViT: Revisiting Activation Sparsity for Efficient High-Resolution Vision Transformer Xuanyao Chen Zhijian Liu Haotian Tang Li Yi Hang Zhao Song Han ViT 23 46 0 30 Mar 2023
A Tensor-based Convolutional Neural Network for Small Dataset Classification Zhenhua Chen David J. Crandall 22 0 0 29 Mar 2023
System-status-aware Adaptive Network for Online Streaming Video Understanding Lin Geng Foo Jia Gong Zhipeng Fan J. Liu AI4TS 32 15 0 28 Mar 2023
ERSAM: Neural Architecture Search For Energy-Efficient and Real-Time Social Ambiance Measurement Chaojian Li Wenwan Chen Jiayi Yuan Yingyan Lin Ashutosh Sabharwal 23 0 0 19 Mar 2023
FTSO: Effective NAS via First Topology Second Operator Likang Wang Lei Chen 17 9 0 28 Feb 2023
Local-to-Global Information Communication for Real-Time Semantic Segmentation Network Search Guangliang Cheng Peng Sun Ting-Bing Xu Shuchang Lyu Peiwen Lin 20 1 0 16 Feb 2023
XploreNAS: Explore Adversarially Robust & Hardware-efficient Neural Architectures for Non-ideal Xbars Abhiroop Bhattacharjee Abhishek Moitra Priyadarshini Panda AAML 18 1 0 15 Feb 2023
The Framework Tax: Disparities Between Inference Efficiency in NLP Research and Deployment Jared Fernandez Jacob Kahn Clara Na Yonatan Bisk Emma Strubell FedML 31 10 0 13 Feb 2023
Operation-level Progressive Differentiable Architecture Search Xunyu Zhu Jian Li Yong Liu Weiping Wang 21 6 0 11 Feb 2023
Unified Functional Hashing in Automatic Machine Learning Ryan Gillard S. Jonany Yingjie Miao Michael Munn Connal de Souza Jonathan Dungay Chen Liang David R. So Quoc V. Le Esteban Real 24 2 0 10 Feb 2023
Enhancing Once-For-All: A Study on Parallel Blocks, Skip Connections and Early Exits Simone Sarti Eugenio Lomurno Andrea Falanti Matteo Matteucci 21 3 0 03 Feb 2023
ZiCo: Zero-shot NAS via Inverse Coefficient of Variation on Gradients Guihong Li Yuedong Yang Kartikeya Bhardwaj R. Marculescu 36 60 0 26 Jan 2023
Rewarded meta-pruning: Meta Learning with Rewards for Channel Pruning Athul Shibu Abhishek Kumar Heechul Jung Dong-Gyu Lee 9 1 0 26 Jan 2023
PerfSAGE: Generalized Inference Performance Predictor for Arbitrary Deep Learning Models on Edge Devices Yuji Chai Devashree Tripathy Chu Zhou Dibakar Gope Igor Fedorov Ramon Matas David Brooks Gu-Yeon Wei P. Whatmough GNN 29 4 0 26 Jan 2023