Neural Predictor for Neural Architecture Search

2 December 2019

Yiran Chen

Pieter-Jan Kindermans

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Papers citing "Neural Predictor for Neural Architecture Search"

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Title
What can we Learn by Predicting Accuracy? Olivier Risser-Maroix Benjamin Chamand 22 4 0 02 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
NASRec: Weight Sharing Neural Architecture Search for Recommender Systems Tunhou Zhang Dehua Cheng Yuchen He Zhengxing Chen Xiaoliang Dai Liang Xiong Feng Yan H. Li Yiran Chen W. Wen 20 16 0 14 Jul 2022
Bi-fidelity Evolutionary Multiobjective Search for Adversarially Robust Deep Neural Architectures Jia-Wei Liu Ran Cheng Yaochu Jin AAML 21 7 0 12 Jul 2022
Architecture Augmentation for Performance Predictor Based on Graph Isomorphism Xiangning Xie Yuqiao Liu Yanan Sun Mengjie Zhang Kay Chen Tan GNN AI4CE 17 2 0 03 Jul 2022
EmProx: Neural Network Performance Estimation For Neural Architecture Search G. Franken Prabhant Singh Joaquin Vanschoren 11 0 0 13 Jun 2022
A Survey on Computationally Efficient Neural Architecture Search Shiqing Liu Haoyu Zhang Yaochu Jin 30 41 0 03 Jun 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 19 117 0 29 May 2022
PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search Yameng Peng A. Song V. Ciesielski Haytham M. Fayek Xiaojun Chang 21 14 0 27 Apr 2022
Automating Neural Architecture Design without Search Zixuan Liang Yanan Sun 3DV 18 0 0 21 Apr 2022
TabNAS: Rejection Sampling for Neural Architecture Search on Tabular Datasets Chengrun Yang Gabriel Bender Hanxiao Liu Pieter-Jan Kindermans Madeleine Udell Yifeng Lu Quoc V. Le Da Huang LMTD 17 7 0 15 Apr 2022
Arch-Graph: Acyclic Architecture Relation Predictor for Task-Transferable Neural Architecture Search Minbin Huang Zhijian Huang Changlin Li Xin Chen Hangyang Xu Zhenguo Li Xiaodan Liang 28 18 0 12 Apr 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
PACE: A Parallelizable Computation Encoder for Directed Acyclic Graphs Zehao Dong Muhan Zhang Fuhai Li Yixin Chen CML GNN 33 17 0 19 Mar 2022
Learning Where To Look -- Generative NAS is Surprisingly Efficient Jovita Lukasik Steffen Jung M. Keuper 21 15 0 16 Mar 2022
Privacy-preserving Online AutoML for Domain-Specific Face Detection Chenqian Yan Yuge Zhang Quanlu Zhang Yaming Yang Xinyang Jiang Yuqing Yang Baoyuan Wang CVBM 17 6 0 16 Mar 2022
WPNAS: Neural Architecture Search by jointly using Weight Sharing and Predictor Ke Lin A. Yong Zhuoxin Gan Yingying Jiang 16 0 0 04 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 28 17 0 15 Feb 2022
Heed the Noise in Performance Evaluations in Neural Architecture Search A. Dushatskiy T. Alderliesten Peter A. N. Bosman 11 1 0 04 Feb 2022
Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search Bicheng Guo Tao Chen Shibo He Haoyu Liu Lili Xu Peng Ye Jiming Chen 44 13 0 30 Jan 2022
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 25 26 0 16 Dec 2021
Training BatchNorm Only in Neural Architecture Search and Beyond Yichen Zhu Jie Du Yuqin Zhu Yi Wang Zhicai Ou Feifei Feng Jian Tang 28 1 0 01 Dec 2021
NAS-Bench-x11 and the Power of Learning Curves Shen Yan Colin White Yash Savani Frank Hutter 19 28 0 05 Nov 2021
Parameter Prediction for Unseen Deep Architectures Boris Knyazev M. Drozdzal Graham W. Taylor Adriana Romero Soriano OOD 22 78 0 25 Oct 2021
GradSign: Model Performance Inference with Theoretical Insights Zhihao Zhang Zhihao Jia 20 22 0 16 Oct 2021
Accelerating Multi-Objective Neural Architecture Search by Random-Weight Evaluation Shengran Hu Ran Cheng Cheng He Zhichao Lu Jing Wang Miao Zhang 32 7 0 08 Oct 2021
RankNAS: Efficient Neural Architecture Search by Pairwise Ranking Chi Hu Chenglong Wang Xiangnan Ma Xia Meng Yinqiao Li Tong Xiao Jingbo Zhu Changliang Li 12 11 0 15 Sep 2021
RANK-NOSH: Efficient Predictor-Based Architecture Search via Non-Uniform Successive Halving Ruochen Wang Xiangning Chen Minhao Cheng Xiaocheng Tang Cho-Jui Hsieh 31 13 0 18 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 27 0 0 06 Aug 2021
FLASH: Fast Neural Architecture Search with Hardware Optimization Guihong Li Sumit K. Mandal Ümit Y. Ogras R. Marculescu 25 20 0 01 Aug 2021
Homogeneous Architecture Augmentation for Neural Predictor Yuqiao Liu Yehui Tang Y. Sun 23 22 0 28 Jul 2021
Boosting the Convergence of Reinforcement Learning-based Auto-pruning Using Historical Data Jiandong Mu Mengdi Wang Feiwen Zhu Jun Yang Weiran Lin Wei Zhang OnRL 16 2 0 16 Jul 2021
Zero-Cost Operation Scoring in Differentiable Architecture Search Li Xiang L. Dudziak Mohamed S. Abdelfattah Thomas C. P. Chau Nicholas D. Lane Hongkai Wen 16 5 0 12 Jun 2021
FNAS: Uncertainty-Aware Fast Neural Architecture Search Jihao Liu Ming Zhang Yangting Sun B. Liu Guanglu Song Yu Liu Hongsheng Li 26 7 0 25 May 2021
HAO: Hardware-aware neural Architecture Optimization for Efficient Inference Zhen Dong Yizhao Gao Qijing Huang J. Wawrzynek Hayden Kwok-Hay So Kurt Keutzer 11 33 0 26 Apr 2021
How Powerful are Performance Predictors in Neural Architecture Search? Colin White Arber Zela Binxin Ru Yang Liu Frank Hutter 9 126 0 02 Apr 2021
Learning Versatile Neural Architectures by Propagating Network Codes Mingyu Ding Yuqi Huo Haoyu Lu Linjie Yang Zhe Wang Zhiwu Lu Jingdong Wang Ping Luo AAML 32 13 0 24 Mar 2021
Pretraining Neural Architecture Search Controllers with Locality-based Self-Supervised Learning Kwanghee Choi Minyoung Choe Hyelee Lee SSL AI4CE 14 1 0 15 Mar 2021
Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective Wuyang Chen Xinyu Gong Zhangyang Wang OOD 18 229 0 23 Feb 2021
Stronger NAS with Weaker Predictors Junru Wu Xiyang Dai Dongdong Chen Yinpeng Chen Mengchen Liu Ye Yu Zhangyang Wang Zicheng Liu Mei Chen Lu Yuan OOD 30 40 0 21 Feb 2021
An Evaluation of Edge TPU Accelerators for Convolutional Neural Networks K. Seshadri Berkin Akin James Laudon Ravi Narayanaswami Amir Yazdanbakhsh 14 117 0 20 Feb 2021
CATE: Computation-aware Neural Architecture Encoding with Transformers Shen Yan Kaiqiang Song Z. Feng Mi Zhang 22 24 0 14 Feb 2021
LightSpeech: Lightweight and Fast Text to Speech with Neural Architecture Search Renqian Luo Xu Tan Rui Wang Tao Qin Jinzhu Li Sheng Zhao Enhong Chen Tie-Yan Liu 12 58 0 08 Feb 2021
Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition Ming Lin Pichao Wang Zhenhong Sun Hesen Chen Xiuyu Sun Qi Qian Hao Li Rong Jin 20 105 0 01 Feb 2021
PyGlove: Symbolic Programming for Automated Machine Learning Daiyi Peng Xuanyi Dong Esteban Real Mingxing Tan Yifeng Lu Hanxiao Liu Gabriel Bender Adam Kraft Chen Liang Quoc V. Le 22 31 0 21 Jan 2021
Zero-Cost Proxies for Lightweight NAS Mohamed S. Abdelfattah Abhinav Mehrotra L. Dudziak Nicholas D. Lane 20 251 0 20 Jan 2021
Efficient Sampling for Predictor-Based Neural Architecture Search Lukas Mauch Stephen Tiedemann Javier Alonso García Bac Nguyen Cong K. Yoshiyama Fabien Cardinaux Thomas Kemp 6 2 0 24 Nov 2020
Third ArchEdge Workshop: Exploring the Design Space of Efficient Deep Neural Networks Fuxun Yu Dimitrios Stamoulis Di Wang Dimitrios Lymberopoulos Xiang Chen 3DV 6 1 0 22 Nov 2020
Towards NNGP-guided Neural Architecture Search Daniel S. Park Jaehoon Lee Daiyi Peng Yuan Cao Jascha Narain Sohl-Dickstein BDL 10 32 0 11 Nov 2020
Self-supervised Representation Learning for Evolutionary Neural Architecture Search Chen Wei Yiping Tang Chuang Niu Haihong Hu Yue Wang Jimin Liang 18 21 0 31 Oct 2020