TAPAS: Train-less Accuracy Predictor for Architecture Search

1 June 2018

R. Istrate

Florian Scheidegger

G. Mariani

Dimitrios S. Nikolopoulos

Papers citing "TAPAS: Train-less Accuracy Predictor for Architecture Search"

25 / 25 papers shown

Title
Training-free Neural Architecture Search for RNNs and Transformers Aaron Serianni Jugal Kalita 74 7 0 01 Jun 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
NAAP-440 Dataset and Baseline for Neural Architecture Accuracy Prediction Tal Hakim 70 1 0 14 Sep 2022
Trainless Model Performance Estimation for Neural Architecture Search Ekaterina Gracheva 48 3 0 10 Mar 2021
A Novel Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms Yizhou Sun Xian Sun Yuhan Fang Gary G. Yen 90 43 0 30 Aug 2020
Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks Arber Zela Julien N. Siems Lucas Zimmer Jovita Lukasik Margret Keuper Frank Hutter 81 81 0 22 Aug 2020
A Learned Performance Model for Tensor Processing Units Samuel J. Kaufman P. Phothilimthana Yanqi Zhou Charith Mendis Sudip Roy Amit Sabne Mike Burrows 76 8 0 03 Aug 2020
Increasing Trustworthiness of Deep Neural Networks via Accuracy Monitoring Zhihui Shao Jianyi Yang Shaolei Ren HILM 76 10 0 03 Jul 2020
Cyclic Differentiable Architecture Search Hongyuan Yu Houwen Peng Yan Huang Jianlong Fu Hao Du Liang Wang Haibin Ling 3DPC 123 48 0 18 Jun 2020
Neural Architecture Search without Training J. Mellor Jack Turner Amos Storkey Elliot J. Crowley 70 386 0 08 Jun 2020
DC-NAS: Divide-and-Conquer Neural Architecture Search Yunhe Wang Yixing Xu Dacheng Tao 77 5 0 29 May 2020
A Semi-Supervised Assessor of Neural Architectures Yehui Tang Yunhe Wang Yixing Xu Hanting Chen Chunjing Xu Boxin Shi Chao Xu Qi Tian Chang Xu 73 67 0 14 May 2020
Predicting Neural Network Accuracy from Weights Thomas Unterthiner Daniel Keysers Sylvain Gelly Olivier Bousquet Ilya O. Tolstikhin 96 108 0 26 Feb 2020
"You might also like this model": Data Driven Approach for Recommending Deep Learning Models for Unknown Image Datasets Ameya Prabhu Riddhiman Dasgupta A. Sankaran Srikanth G. Tamilselvam Senthil Mani 45 0 0 26 Nov 2019
Data Proxy Generation for Fast and Efficient Neural Architecture Search Minje Park 35 4 0 21 Nov 2019
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search Colin White Willie Neiswanger Yash Savani BDL 128 329 0 25 Oct 2019
ReNAS:Relativistic Evaluation of Neural Architecture Search Yixing Xu Yunhe Wang Avishkar Bhoopchand Christopher Mattern A. Grabska-Barwinska Chunjing Xu Chang Xu 142 88 0 30 Sep 2019
A Constructive Prediction of the Generalization Error Across Scales Jonathan S. Rosenfeld Amir Rosenfeld Yonatan Belinkov Nir Shavit 120 215 0 27 Sep 2019
AutoML: A Survey of the State-of-the-Art Xin He Kaiyong Zhao Xiaowen Chu 194 1,480 0 02 Aug 2019
XferNAS: Transfer Neural Architecture Search Martin Wistuba 65 12 0 18 Jul 2019
DEEP-BO for Hyperparameter Optimization of Deep Networks Hyunghun Cho Yongjin Kim Eunjung Lee Daeyoung Choi Yongjae Lee Wonjong Rhee 29 1 0 23 May 2019
A Survey on Neural Architecture Search Martin Wistuba Ambrish Rawat Tejaswini Pedapati AI4CE 103 259 0 04 May 2019
Fast Task-Aware Architecture Inference Efi Kokiopoulou Anja Hauth L. Sbaiz Andrea Gesmundo Gábor Bartók Jesse Berent 3DV 74 17 0 15 Feb 2019
EIGEN: Ecologically-Inspired GENetic Approach for Neural Network Structure Searching from Scratch Jian Ren Zhe Li Jianchao Yang N. Xu Tianbao Yang D. Foran 78 17 0 05 Jun 2018
Efficient Image Dataset Classification Difficulty Estimation for Predicting Deep-Learning Accuracy Florian Scheidegger R. Istrate G. Mariani Luca Benini C. Bekas Cristiano Malossi VLM 70 46 0 26 Mar 2018