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
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
Efficient Global Neural Architecture Search Shahid Siddiqui C. Kyrkou T. Theocharides 57 0 0 05 Feb 2025
TART: Token-based Architecture Transformer for Neural Network Performance Prediction Yannis Y. He 40 0 0 02 Jan 2025
LayerDAG: A Layerwise Autoregressive Diffusion Model for Directed Acyclic Graph Generation Mufei Li Viraj Shitole Eli Chien Changhai Man Zhaodong Wang Srinivas Sridharan Ying Zhang Tushar Krishna P. Li 37 0 0 04 Nov 2024
A Benchmark on Directed Graph Representation Learning in Hardware Designs Haoyu Wang Yinan Huang Nan Wu Pan Li OOD 38 1 0 09 Oct 2024
What Are Good Positional Encodings for Directed Graphs? Yinan Huang Haoyu Wang Pan Li 31 2 0 30 Jul 2024
CAP: A Context-Aware Neural Predictor for NAS Han Ji Yuqi Feng Yanan Sun 19 0 0 04 Jun 2024
Can Dense Connectivity Benefit Outlier Detection? An Odyssey with NAS Hao Fu Tunhou Zhang Hai Li Yiran Chen 31 0 0 04 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
Surprisingly Strong Performance Prediction with Neural Graph Features Gabriela Kadlecová Jovita Lukasik Martin Pilát Petra Vidnerová Mahmoud Safari Roman Neruda Frank Hutter GNN OOD 48 2 0 25 Apr 2024
FR-NAS: Forward-and-Reverse Graph Predictor for Efficient Neural Architecture Search Haoming Zhang Ran Cheng AI4CE GNN 22 0 0 24 Apr 2024
FlowerFormer: Empowering Neural Architecture Encoding using a Flow-aware Graph Transformer Dongyeong Hwang Hyunju Kim Sunwoo Kim Kijung Shin AI4CE 48 2 0 19 Mar 2024
Chain-structured neural architecture search for financial time series forecasting Denis Levchenko Efstratios Rappos Shabnam Ataee Biagio Nigro Stephan Robert AI4TS AI4CE 40 1 0 15 Mar 2024
SWAP-NAS: Sample-Wise Activation Patterns for Ultra-fast NAS Yameng Peng Andy Song Haytham M. Fayek Victor Ciesielski Xiaojun Chang 29 4 0 07 Mar 2024
Guided Evolution with Binary Discriminators for ML Program Search John D. Co-Reyes Yingjie Miao George Tucker Aleksandra Faust Esteban Real 34 0 0 08 Feb 2024
ParZC: Parametric Zero-Cost Proxies for Efficient NAS Peijie Dong Lujun Li Xinglin Pan Zimian Wei Xiang Liu Qiang-qiang Wang Xiaowen Chu 50 3 0 03 Feb 2024
BSS-Bench: Towards Reproducible and Effective Band Selection Search Wenshuai Xu Zhenbo Xu 29 0 0 22 Dec 2023
How Much Is Hidden in the NAS Benchmarks? Few-Shot Adaptation of a NAS Predictor H. Loya L. Dudziak Abhinav Mehrotra Royson Lee Javier Fernandez-Marques Nicholas D. Lane Hongkai Wen OOD 19 0 0 30 Nov 2023
Rankitect: Ranking Architecture Search Battling World-class Engineers at Meta Scale Wei Wen Kuang-Hung Liu Igor Fedorov Xin Zhang Hang Yin ... Fangqiu Han Jiyan Yang Yuchen Hao Liang Xiong Wen-Yen Chen 25 2 0 14 Nov 2023
AutoML for Large Capacity Modeling of Meta's Ranking Systems Hang Yin Kuang-Hung Liu Mengying Sun Yuxin Chen Buyun Zhang ... Huayu Li Zhengxing Chen Wen-Yen Chen Jiyan Yang Wei Wen OffRL 13 2 0 14 Nov 2023
DistDNAS: Search Efficient Feature Interactions within 2 Hours Tunhou Zhang W. Wen Igor Fedorov Xi Liu Buyun Zhang ... Wen-Yen Chen Yiping Han Feng Yan Hai Helen Li Yiran Chen 13 1 0 01 Nov 2023
Brain-inspired Evolutionary Architectures for Spiking Neural Networks Wenxuan Pan Feifei Zhao Zhuoya Zhao Yi Zeng 42 3 0 11 Sep 2023
CktGNN: Circuit Graph Neural Network for Electronic Design Automation Zehao Dong Weidong Cao Muhan Zhang Dacheng Tao Yixin Chen Xuan Zhang GNN 34 30 0 31 Aug 2023
An Evaluation of Zero-Cost Proxies -- from Neural Architecture Performance to Model Robustness Jovita Lukasik Michael Moeller M. Keuper 22 1 0 18 Jul 2023
LISSNAS: Locality-based Iterative Search Space Shrinkage for Neural Architecture Search Bhavna Gopal Arjun Sridhar Tunhou Zhang Yiran Chen 16 3 0 06 Jul 2023
NAR-Former V2: Rethinking Transformer for Universal Neural Network Representation Learning Yun Yi Haokui Zhang Rong Xiao Nan Wang Xiaoyu Wang GNN 24 2 0 19 Jun 2023
Multi-Predict: Few Shot Predictors For Efficient Neural Architecture Search Yash Akhauri Mohamed S. Abdelfattah 21 4 0 04 Jun 2023
DiffusionNAG: Predictor-guided Neural Architecture Generation with Diffusion Models Sohyun An Hayeon Lee Jaehyeong Jo Seanie Lee Sung Ju Hwang DiffM 21 10 0 26 May 2023
RATs-NAS: Redirection of Adjacent Trails on GCN for Neural Architecture Search Yumeng Zhang J. Hsieh Chun-Chieh Lee Kuo-Chin Fan 16 0 0 07 May 2023
LA3: Efficient Label-Aware AutoAugment Mingjun Zhao Sha Lu Zixuan Wang Xiaoli Wang Di Niu 8 1 0 20 Apr 2023
FIANCEE: Faster Inference of Adversarial Networks via Conditional Early Exits Polina Karpikova Radionova Ekaterina A. Yaschenko Andrei A. Spiridonov Leonid Kostyushko Riccardo Fabbricatore Aleksei Ivakhnenko Samsung AI Center 11 3 0 20 Apr 2023
Learning Accurate Performance Predictors for Ultrafast Automated Model Compression Ziwei Wang Jiwen Lu Han Xiao Shengyu Liu Jie Zhou OffRL 21 1 0 13 Apr 2023
DCLP: Neural Architecture Predictor with Curriculum Contrastive Learning Shenghe Zheng Hongzhi Wang Tianyu Mu 28 1 0 25 Feb 2023
A General-Purpose Transferable Predictor for Neural Architecture Search Fred X. Han Keith G. Mills Fabián A. Chudak Parsa Riahi Mohammad Salameh Jialin Zhang Wei Lu Shangling Jui Di Niu AI4CE OOD 8 2 0 21 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 21 2 0 10 Feb 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
GP-NAS-ensemble: a model for NAS Performance Prediction Kunlong Chen Liu Yang Yitian Chen Kunjin Chen Yidan Xu Lujun Li 19 13 0 23 Jan 2023
Efficient Evaluation Methods for Neural Architecture Search: A Survey Xiangning Xie Xiaotian Song Zeqiong Lv Gary G. Yen Weiping Ding Y. Sun 24 12 0 14 Jan 2023
DAS: Neural Architecture Search via Distinguishing Activation Score Yuqiao Liu Haipeng Li Yanan Sun Shuaicheng Liu 22 1 0 23 Dec 2022
AIO-P: Expanding Neural Performance Predictors Beyond Image Classification Keith G. Mills Di Niu Mohammad Salameh Weichen Qiu Fred X. Han Puyuan Liu Jialin Zhang Wei Lu Shangling Jui 27 7 0 30 Nov 2022
GENNAPE: Towards Generalized Neural Architecture Performance Estimators Keith G. Mills Fred X. Han Jialin Zhang Fabián A. Chudak A. Mamaghani Mohammad Salameh Wei Lu Shangling Jui Di Niu 13 4 0 30 Nov 2022
PIDS: Joint Point Interaction-Dimension Search for 3D Point Cloud Tunhou Zhang Mingyuan Ma Feng Yan H. Li Yiran Chen 3DPC 25 2 0 28 Nov 2022
Accuracy Prediction for NAS Acceleration using Feature Selection and Extrapolation Tal Hakim 17 0 0 22 Nov 2022
NAR-Former: Neural Architecture Representation Learning towards Holistic Attributes Prediction Yun Yi Haokui Zhang Wenze Hu Nannan Wang Xiaoyu Wang AI4TS AI4CE 19 8 0 15 Nov 2022
PredNAS: A Universal and Sample Efficient Neural Architecture Search Framework Liuchun Yuan Zehao Huang Naiyan Wang 29 0 0 26 Oct 2022
Deep Model Reassembly Xingyi Yang Zhou Daquan Songhua Liu Jingwen Ye Xinchao Wang MoMe 20 120 0 24 Oct 2022
EC-NAS: Energy Consumption Aware Tabular Benchmarks for Neural Architecture Search Pedram Bakhtiarifard Christian Igel Raghavendra Selvan 19 6 0 12 Oct 2022
Siamese-NAS: Using Trained Samples Efficiently to Find Lightweight Neural Architecture by Prior Knowledge Yumeng Zhang J. Hsieh Chun-Chieh Lee Kuo-Chin Fan 28 0 0 02 Oct 2022
NAAP-440 Dataset and Baseline for Neural Architecture Accuracy Prediction Tal Hakim 18 1 0 14 Sep 2022
ObfuNAS: A Neural Architecture Search-based DNN Obfuscation Approach Tong Zhou Shaolei Ren Xiaolin Xu AAML 22 13 0 17 Aug 2022