Path-Level Network Transformation for Efficient Architecture Search

7 June 2018

Han Cai

Jiacheng Yang

Weinan Zhang

Song Han

Yong Yu

ArXiv (abs)PDF HTML

Papers citing "Path-Level Network Transformation for Efficient Architecture Search"

50 / 103 papers shown

Title
A Survey on Neural Architecture Search Based on Reinforcement Learning Wenzhu Shao 51 0 0 26 Sep 2024
LLM Guided Evolution -- The Automation of Models Advancing Models Clint Morris Michael Jurado Jason Zutty 104 13 0 18 Mar 2024
CiMNet: Towards Joint Optimization for DNN Architecture and Configuration for Compute-In-Memory Hardware Souvik Kundu Anthony Sarah Vinay Joshi O. J. Omer S. Subramoney 66 0 0 19 Feb 2024
Efficacy of Neural Prediction-Based Zero-Shot NAS Minh Le Nhan Nguyen N. H. Luong 114 0 0 31 Aug 2023
Computation-efficient Deep Learning for Computer Vision: A Survey Yulin Wang Yizeng Han Chaofei Wang Shiji Song Qi Tian Gao Huang VLM 136 21 0 27 Aug 2023
DCP-NAS: Discrepant Child-Parent Neural Architecture Search for 1-bit CNNs Yanjing Li Sheng Xu Xianbin Cao Lian Zhuo Baochang Zhang Tian Wang Guodong Guo 80 3 0 27 Jun 2023
Contrastive Learning Based Recursive Dynamic Multi-Scale Network for Image Deraining Zhiying Jiang Risheng Liu Shuzhou Yang Zengxi Zhang Xin-Yue Fan 59 4 0 29 May 2023
Visual Tuning Bruce X. B. Yu Jianlong Chang Haixin Wang Lin Liu Shijie Wang ... Lingxi Xie Haojie Li Zhouchen Lin Qi Tian Chang Wen Chen VLM 177 41 0 10 May 2023
Neural Architecture Search: Insights from 1000 Papers Colin White Mahmoud Safari R. Sukthanker Binxin Ru T. Elsken Arber Zela Debadeepta Dey Frank Hutter 3DV AI4CE 131 143 0 20 Jan 2023
DQNAS: Neural Architecture Search using Reinforcement Learning Anshumaan Chauhan S. Bhattacharyya S. Vadivel OOD 39 3 0 17 Jan 2023
$β$ -DARTS++: Bi-level Regularization for Proxy-robust Differentiable Architecture Search Peng Ye Tong He Baopu Li Tao Chen Lei Bai Wanli Ouyang OOD 97 7 0 16 Jan 2023
Efficient Evaluation Methods for Neural Architecture Search: A Survey Xiangning Xie Xiaotian Song Zeqiong Lv Gary G. Yen Weiping Ding Yizhou Sun 116 12 0 14 Jan 2023
Breaking the Architecture Barrier: A Method for Efficient Knowledge Transfer Across Networks Maciej A. Czyzewski Daniel Nowak Kamila Piechowiak 74 3 0 28 Dec 2022
GraphPNAS: Learning Distribution of Good Neural Architectures via Deep Graph Generative Models Muchen Li Jeffrey Liu Leonid Sigal Renjie Liao GNN 44 5 0 28 Nov 2022
HiveNAS: Neural Architecture Search using Artificial Bee Colony Optimization M. Shahawy E. Benkhelifa 62 1 0 18 Nov 2022
Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars Simon Schrodi Daniel Stoll Binxin Ru R. Sukthanker Thomas Brox Frank Hutter 122 5 0 03 Nov 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 53 0 0 23 Sep 2022
On the Privacy Risks of Cell-Based NAS Architectures Haiping Huang Zhikun Zhang Yun Shen Michael Backes Qi Li Yang Zhang 94 8 0 04 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 129 3 0 22 Aug 2022
Bi-fidelity Evolutionary Multiobjective Search for Adversarially Robust Deep Neural Architectures Jia-Wei Liu Ran Cheng Yaochu Jin AAML 114 8 0 12 Jul 2022
Slimmable Domain Adaptation Rang Meng Weijie Chen Shicai Yang Mingli Song Luojun Lin Di Xie Shiliang Pu Xinchao Wang Mingli Song Yueting Zhuang 80 12 0 14 Jun 2022
AutoLossGen: Automatic Loss Function Generation for Recommender Systems Zelong Li Jianchao Ji Yingqiang Ge Yongfeng Zhang OffRL 66 25 0 27 Apr 2022
Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications Han Cai Ji Lin Chengyue Wu Zhijian Liu Haotian Tang Hanrui Wang Ligeng Zhu Song Han 116 117 0 25 Apr 2022
Enhancing the Robustness, Efficiency, and Diversity of Differentiable Architecture Search Chao Li Jia Ning Han Hu Kun He 34 1 0 10 Apr 2022
Meta-Learning of NAS for Few-shot Learning in Medical Image Applications Viet-Khoa Vo-Ho Kashu Yamazaki Hieu T. Hoang Minh-Triet Tran Ngan Le 50 4 0 16 Mar 2022
$β$ -DARTS: Beta-Decay Regularization for Differentiable Architecture Search Peng Ye Baopu Li Yikang Li Tao Chen Jiayuan Fan Wanli Ouyang 76 105 0 03 Mar 2022
Neural Architecture Search for Dense Prediction Tasks in Computer Vision T. Elsken Arber Zela J. H. Metzen B. Staffler Thomas Brox Abhinav Valada Frank Hutter OOD 66 19 0 15 Feb 2022
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 126 27 0 16 Dec 2021
Quantum Architecture Search via Continual Reinforcement Learning Esther Ye Samuel Yen-Chi Chen 77 30 0 10 Dec 2021
Edge-Cloud Polarization and Collaboration: A Comprehensive Survey for AI Jiangchao Yao Shengyu Zhang Yang Yao Feng Wang Jianxin Ma ... Kun Kuang Chao-Xiang Wu Leilei Gan Jingren Zhou Hongxia Yang 167 103 0 11 Nov 2021
CONetV2: Efficient Auto-Channel Size Optimization for CNNs Yi Ru Wang Samir Khaki Weihang Zheng Mahdi S. Hosseini Konstantinos N. Plataniotis 109 6 0 13 Oct 2021
On the Security Risks of AutoML Ren Pang Zhaohan Xi S. Ji Xiapu Luo Ting Wang AAML 56 10 0 12 Oct 2021
Max and Coincidence Neurons in Neural Networks Albert Lee Kang L. Wang 16 1 0 04 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 74 56 0 14 Sep 2021
Efficient Visual Recognition with Deep Neural Networks: A Survey on Recent Advances and New Directions Yang Wu Dingheng Wang Xiaotong Lu Fan Yang Guoqi Li W. Dong Jianbo Shi 108 18 0 30 Aug 2021
Differentiable Neural Architecture Search with Morphism-based Transformable Backbone Architectures Renlong Jie Junbin Gao 52 0 0 14 Jun 2021
Memory-Efficient Differentiable Transformer Architecture Search Yuekai Zhao Li Dong Yelong Shen Zhihua Zhang Furu Wei Weizhu Chen ViT 68 17 0 31 May 2021
Reconsidering CO2 emissions from Computer Vision André Fu Mahdi S. Hosseini Konstantinos N. Plataniotis 70 13 0 18 Apr 2021
Quantum Architecture Search via Deep Reinforcement Learning En-Jui Kuo Yao-Lung L. Fang Samuel Yen-Chi Chen AI4CE 90 90 0 15 Apr 2021
On Evolving Attention Towards Domain Adaptation Kekai Sheng Ke Li Xiawu Zheng Jian Liang Weiming Dong Feiyue Huang Rongrong Ji Xing Sun 79 7 0 25 Mar 2021
GPNAS: A Neural Network Architecture Search Framework Based on Graphical Predictor Dige Ai Hong Zhang AI4CE 53 0 0 19 Mar 2021
NAS-TC: Neural Architecture Search on Temporal Convolutions for Complex Action Recognition Pengzhen Ren Gang Xiao Xiaojun Chang Yun Xiao Zhihui Li Xiaojiang Chen ViT 79 4 0 17 Mar 2021
Towards Improving the Consistency, Efficiency, and Flexibility of Differentiable Neural Architecture Search Yibo Yang Shan You Hongyang Li Fei Wang Chao Qian Zhouchen Lin 84 49 0 27 Jan 2021
Resource-efficient DNNs for Keyword Spotting using Neural Architecture Search and Quantization David Peter Wolfgang Roth Franz Pernkopf 79 6 0 18 Dec 2020
On the performance of deep learning for numerical optimization: an application to protein structure prediction H. Rakhshani L. Idoumghar Soheila Ghambari Julien Lepagnot Mathieu Brévilliers 59 9 0 17 Dec 2020
Nimble: Lightweight and Parallel GPU Task Scheduling for Deep Learning Woosuk Kwon Gyeong-In Yu Eunji Jeong Byung-Gon Chun 74 70 0 04 Dec 2020
IOS: Inter-Operator Scheduler for CNN Acceleration Yaoyao Ding Ligeng Zhu Zhihao Jia Gennady Pekhimenko Song Han 83 75 0 02 Nov 2020
ISTA-NAS: Efficient and Consistent Neural Architecture Search by Sparse Coding Yibo Yang Hongyang Li Shan You Fei Wang Chao Qian Zhouchen Lin 63 60 0 13 Oct 2020
Binarized Neural Architecture Search for Efficient Object Recognition Hanlin Chen Lian Zhuo Baochang Zhang Xiawu Zheng Jianzhuang Liu Rongrong Ji David Doermann G. Guo MQ 47 18 0 08 Sep 2020
Hardware-Centric AutoML for Mixed-Precision Quantization Kuan-Chieh Wang Zhijian Liu Chengyue Wu Ji Lin Song Han MQ 67 15 0 11 Aug 2020