NAS-Bench-NLP: Neural Architecture Search Benchmark for Natural Language Processing

12 June 2020

Papers citing "NAS-Bench-NLP: Neural Architecture Search Benchmark for Natural Language Processing"

50 / 53 papers shown

Title
Efficient Deep Learning Infrastructures for Embedded Computing Systems: A Comprehensive Survey and Future Envision Xiangzhong Luo Di Liu Hao Kong Shuo Huai Hui Chen Guochu Xiong Weichen Liu 36 2 0 03 Nov 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
Younger: The First Dataset for Artificial Intelligence-Generated Neural Network Architecture Zhengxin Yang Wanling Gao Luzhou Peng Yunyou Huang Fei Tang Jianfeng Zhan 33 0 0 20 Jun 2024
HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models R. Sukthanker Arber Zela B. Staffler Aaron Klein Lennart Purucker Jorg K. H. Franke Frank Hutter ELM 45 3 0 16 May 2024
Robust NAS under adversarial training: benchmark, theory, and beyond Yongtao Wu Fanghui Liu Carl-Johann Simon-Gabriel Grigorios G. Chrysos V. Cevher AAML OOD 35 3 0 19 Mar 2024
Multi-Objective Evolutionary Neural Architecture Search for Recurrent Neural Networks Reinhard Booysen Anna Sergeevna Bosman 40 1 0 17 Mar 2024
Multi-conditioned Graph Diffusion for Neural Architecture Search Rohan Asthana Joschua Conrad Youssef Dawoud M. Ortmanns Vasileios Belagiannis GNN AI4CE 39 5 0 09 Mar 2024
SeqNAS: Neural Architecture Search for Event Sequence Classification Igor Udovichenko Egor Shvetsov Denis Divitsky Dmitry Osin I. Trofimov Anatoliy Glushenko I. Sukharev Dmitry Berestnev E. Burnaev 23 6 0 06 Jan 2024
MathNAS: If Blocks Have a Role in Mathematical Architecture Design Qinsi Wang Jinghan Ke Zhi Liang Sihai Zhang 25 0 0 08 Nov 2023
Shrink-Perturb Improves Architecture Mixing during Population Based Training for Neural Architecture Search A. Chebykin A. Dushatskiy Tanja Alderliesten Peter A. N. Bosman 42 0 0 28 Jul 2023
Augmented Reality for Maintenance Tasks with ChatGPT for Automated Text-to-Action Fang Xu Trien N. Nguyen Jing Du 13 13 0 07 Jul 2023
Zero-Shot Neural Architecture Search: Challenges, Solutions, and Opportunities Guihong Li Duc-Tuong Hoang Kartikeya Bhardwaj Ming Lin Zhangyang Wang R. Marculescu 40 10 0 05 Jul 2023
AutoML in the Age of Large Language Models: Current Challenges, Future Opportunities and Risks Alexander Tornede Difan Deng Theresa Eimer Joseph Giovanelli Aditya Mohan ... Sarah Segel Daphne Theodorakopoulos Tanja Tornede Henning Wachsmuth Marius Lindauer 36 23 0 13 Jun 2023
Training-free Neural Architecture Search for RNNs and Transformers Aaron Serianni Jugal Kalita 28 7 0 01 Jun 2023
Are Neural Architecture Search Benchmarks Well Designed? A Deeper Look Into Operation Importance Vasco Lopes Bruno Degardin L. A. Alexandre 30 5 0 29 Mar 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 34 130 0 20 Jan 2023
Efficient Evaluation Methods for Neural Architecture Search: A Survey Xiangning Xie Xiaotian Song Zeqiong Lv Gary G. Yen Weiping Ding Yizhou Sun 36 12 0 14 Jan 2023
Shortest Edit Path Crossover: A Theory-driven Solution to the Permutation Problem in Evolutionary Neural Architecture Search Xin Qiu Risto Miikkulainen 36 2 0 25 Oct 2022
BLOX: Macro Neural Architecture Search Benchmark and Algorithms Thomas C. P. Chau L. Dudziak Hongkai Wen Nicholas D. Lane Mohamed S. Abdelfattah 30 13 0 13 Oct 2022
Neural Architecture Search as Multiobjective Optimization Benchmarks: Problem Formulation and Performance Assessment Zhichao Lu Ran Cheng Yaochu Jin Kay Chen Tan Kalyanmoy Deb 24 53 0 08 Aug 2022
NAS-Bench-Graph: Benchmarking Graph Neural Architecture Search Yi Qin Ziwei Zhang Xin Wang Zeyang Zhang Wenwu Zhu 29 26 0 18 Jun 2022
EmotionNAS: Two-stream Neural Architecture Search for Speech Emotion Recognition Haiyang Sun Zheng Lian B. Liu Yong Li Guoying Zhao Cong Cai Jianhua Tao Ming Wang Yuan Cheng 21 6 0 25 Mar 2022
Learning Where To Look -- Generative NAS is Surprisingly Efficient Jovita Lukasik Steffen Jung M. Keuper 29 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 33 6 0 16 Mar 2022
B2EA: An Evolutionary Algorithm Assisted by Two Bayesian Optimization Modules for Neural Architecture Search Hyunghun Cho Jungwook Shin Wonjong Rhee 33 7 0 07 Feb 2022
NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy Yash Mehta Colin White Arber Zela Arjun Krishnakumar Guri Zabergja Shakiba Moradian Mahmoud Safari Kaicheng Yu Frank Hutter 24 41 0 31 Jan 2022
Representation Topology Divergence: A Method for Comparing Neural Network Representations S. Barannikov I. Trofimov Nikita Balabin Evgeny Burnaev 3DPC 40 45 0 31 Dec 2021
Towards Green Automated Machine Learning: Status Quo and Future Directions Tanja Tornede Alexander Tornede Jonas Hanselle Marcel Wever F. Mohr Eyke Hüllermeier 67 37 0 10 Nov 2021
Approximate Neural Architecture Search via Operation Distribution Learning Xingchen Wan Binxin Ru P. Esperança Fabio Maria Carlucci 28 7 0 08 Nov 2021
NAS-Bench-x11 and the Power of Learning Curves Shen Yan Colin White Yash Savani Frank Hutter 27 28 0 05 Nov 2021
A Data-driven Approach to Neural Architecture Search Initialization Kalifou René Traoré Andrés Camero Xiao Xiang Zhu 29 3 0 05 Nov 2021
Fitness Landscape Footprint: A Framework to Compare Neural Architecture Search Problems Kalifou René Traoré Andrés Camero Xiao Xiang Zhu 16 7 0 02 Nov 2021
NAS-HPO-Bench-II: A Benchmark Dataset on Joint Optimization of Convolutional Neural Network Architecture and Training Hyperparameters Yoichi Hirose Nozomu Yoshinari Shinichi Shirakawa 25 13 0 19 Oct 2021
NAS-Bench-360: Benchmarking Neural Architecture Search on Diverse Tasks Renbo Tu Nicholas Roberts M. Khodak Jun Shen Frederic Sala Ameet Talwalkar 23 33 0 12 Oct 2021
Generic Neural Architecture Search via Regression Yuhong Li Cong Hao Pan Li Jinjun Xiong Deming Chen 34 27 0 04 Aug 2021
Exploring Robust Architectures for Deep Artificial Neural Networks Asim Waqas Ghulam Rasool Hamza Farooq N. Bouaynaya OOD AAML 26 14 0 30 Jun 2021
How Powerful are Performance Predictors in Neural Architecture Search? Colin White Arber Zela Binxin Ru Yang Liu Frank Hutter 22 126 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 40 13 0 24 Mar 2021
HW-NAS-Bench:Hardware-Aware Neural Architecture Search Benchmark Chaojian Li Zhongzhi Yu Yonggan Fu Yongan Zhang Yang Katie Zhao Haoran You Qixuan Yu Yue Wang Yingyan Lin 50 108 0 19 Mar 2021
Contrastive Embeddings for Neural Architectures Daniel Hesslow Iacopo Poli 20 4 0 08 Feb 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane Kaoutar El Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 34 96 0 22 Jan 2021
Zero-Cost Proxies for Lightweight NAS Mohamed S. Abdelfattah Abhinav Mehrotra L. Dudziak Nicholas D. Lane 30 252 0 20 Jan 2021
Optimizing the Neural Architecture of Reinforcement Learning Agents Nina Mazyavkina S. Moustafa I. Trofimov E. Burnaev AI4CE 17 4 0 30 Nov 2020
AutoNLU: An On-demand Cloud-based Natural Language Understanding System for Enterprises Nham Le T. Lai Trung Bui Doo Soon Kim 23 0 0 26 Nov 2020
Constructing interval variables via faceted Rasch measurement and multitask deep learning: a hate speech application Chris J. Kennedy Geoff Bacon A. Sahn Claudia von Vacano 25 79 0 22 Sep 2020
Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks Arber Zela Julien N. Siems Lucas Zimmer Jovita Lukasik M. Keuper Frank Hutter 42 76 0 22 Aug 2020
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap Lingxi Xie Xin Chen Kaifeng Bi Longhui Wei Yuhui Xu ... Lanfei Wang Anxiang Xiao Jianlong Chang Xiaopeng Zhang Qi Tian ViT 43 108 0 04 Aug 2020
Multi-fidelity Neural Architecture Search with Knowledge Distillation I. Trofimov Nikita Klyuchnikov Mikhail Salnikov Alexander N. Filippov Evgeny Burnaev 32 15 0 15 Jun 2020
NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search Arber Zela Julien N. Siems Frank Hutter 88 147 0 28 Jan 2020
Best Practices for Scientific Research on Neural Architecture Search Marius Lindauer Frank Hutter 14 142 0 05 Sep 2019