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BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search

25 October 2019

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Papers citing "BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search"

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Title
Neural Architecture Design and Robustness: A Dataset Steffen Jung Jovita Lukasik Margret Keuper OOD AAML 84 20 0 11 Jun 2023
DiffusionNAG: Predictor-guided Neural Architecture Generation with Diffusion Models Sohyun An Hayeon Lee Jaehyeong Jo Seanie Lee Sung Ju Hwang DiffM 98 11 0 26 May 2023
Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML M. Deutel G. Kontes Christopher Mutschler Jürgen Teich 214 0 0 23 May 2023
Effective Bilevel Optimization via Minimax Reformulation Xiaoyu Wang Boyao Wang Renjie Pi Tong Zhang 84 1 0 22 May 2023
Efficient Search of Comprehensively Robust Neural Architectures via Multi-fidelity Evaluation Jialiang Sun Wen Yao Tingsong Jiang Xiaoqian Chen AAML 77 10 0 12 May 2023
NUBO: A Transparent Python Package for Bayesian Optimization Mike Diessner Kevin J. Wilson Richard D. Whalley 68 2 0 11 May 2023
LA3: Efficient Label-Aware AutoAugment Mingjun Zhao Sha Lu Zixuan Wang Xiaoli Wang Di Niu 58 1 0 20 Apr 2023
Unsupervised Sampling Promoting for Stochastic Human Trajectory Prediction Guan-Hong Chen Zhenhao Chen Shunxing Fan Kun Zhang 65 25 0 09 Apr 2023
Are Neural Architecture Search Benchmarks Well Designed? A Deeper Look Into Operation Importance Vasco Lopes Bruno Degardin L. A. Alexandre 81 5 0 29 Mar 2023
Deep Ranking Ensembles for Hyperparameter Optimization Abdus Salam Khazi Sebastian Pineda Arango Josif Grabocka BDL 87 7 0 27 Mar 2023
Bayesian Quadrature for Neural Ensemble Search Saad Hamid Xingchen Wan Martin Jørgensen Binxin Ru Michael A. Osborne BDL UQCV 69 1 0 15 Mar 2023
Neural-BO: A Black-box Optimization Algorithm using Deep Neural Networks Dat Phan-Trong Hung The Tran Sunil R. Gupta 63 8 0 03 Mar 2023
An algorithmic framework for the optimization of deep neural networks architectures and hyperparameters Julie Keisler El-Ghazali Talbi Sandra Claudel Gilles Cabriel 89 6 0 27 Feb 2023
DCLP: Neural Architecture Predictor with Curriculum Contrastive Learning Shenghe Zheng Hongzhi Wang Tianyu Mu 81 3 0 25 Feb 2023
A Surrogate-Assisted Highly Cooperative Coevolutionary Algorithm for Hyperparameter Optimization in Deep Convolutional Neural Network An Chen Zhigang Ren Muyi Wang Hui Chen Haoxi Leng Shuai Liu 72 2 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 87 3 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 98 2 0 10 Feb 2023
Dynamic Ensemble of Low-fidelity Experts: Mitigating NAS "Cold-Start" Junbo Zhao Xuefei Ning En-hao Liu Binxin Ru Zixuan Zhou Tianchen Zhao Chen Chen Jiajin Zhang Q. Liao Yu Wang AI4CE 87 2 0 02 Feb 2023
AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning Han Zhou Xingchen Wan Ivan Vulić Anna Korhonen 85 48 0 28 Jan 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 83 5 0 26 Jan 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
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
Quant 4.0: Engineering Quantitative Investment with Automated, Explainable and Knowledge-driven Artificial Intelligence Jian Guo Saizhuo Wang L. Ni H. Shum AIFin 104 8 0 13 Dec 2022
CODEBench: A Neural Architecture and Hardware Accelerator Co-Design Framework Shikhar Tuli Chia-Hao Li Ritvik Sharma N. Jha 83 15 0 07 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 112 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 96 5 0 30 Nov 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
Rectified Pessimistic-Optimistic Learning for Stochastic Continuum-armed Bandit with Constraints Heng Guo Qi Zhu Xin Liu 82 12 0 27 Nov 2022
MEESO: A Multi-objective End-to-End Self-Optimized Approach for Automatically Building Deep Learning Models Thanh-Phuong Pham 52 0 0 20 Nov 2022
NAR-Former: Neural Architecture Representation Learning towards Holistic Attributes Prediction Yun Yi Haokui Zhang Wenze Hu Nannan Wang Xiaoyu Wang AI4TS AI4CE 73 11 0 15 Nov 2022
CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks Xuan Rao Bo Zhao Xiaosong Yi 92 4 0 11 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
Speeding up NAS with Adaptive Subset Selection Vishak Prasad Colin White P. Jain Sibasis Nayak Ganesh Ramakrishnan BDL 92 6 0 02 Nov 2022
Efficient Automatic Machine Learning via Design Graphs Shirley Wu Jiaxuan You J. Leskovec Rex Ying GNN 69 1 0 21 Oct 2022
Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face Recognition Samuel Dooley R. Sukthanker John P. Dickerson Colin White Frank Hutter Micah Goldblum CVBM 132 23 0 18 Oct 2022
BLOX: Macro Neural Architecture Search Benchmark and Algorithms Thomas C. P. Chau Łukasz Dudziak Hongkai Wen Nicholas D. Lane Mohamed S. Abdelfattah 74 13 0 13 Oct 2022
NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies Arjun Krishnakumar Colin White Arber Zela Renbo Tu Mahmoud Safari Frank Hutter 115 40 0 06 Oct 2022
Automatic and effective discovery of quantum kernels Massimiliano Incudini Daniele Lizzio Bosco F. Martini Michele Grossi Giuseppe Serra Alessandra Di Pierro 89 6 0 22 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
Survey on Evolutionary Deep Learning: Principles, Algorithms, Applications and Open Issues Nan Li Lianbo Ma Guo-Ding Yu Bing Xue Mengjie Zhang Yaochu Jin 83 79 0 23 Aug 2022
Bayesian Optimization with Informative Covariance Afonso Eduardo Michael U. Gutmann 84 3 0 04 Aug 2022
Tackling Neural Architecture Search With Quality Diversity Optimization Lennart Schneider Florian Pfisterer P. Kent Juergen Branke B. Bischl Janek Thomas AI4CE 84 3 0 30 Jul 2022
Bayesian Generational Population-Based Training Xingchen Wan Cong Lu Jack Parker-Holder Philip J. Ball Vu-Linh Nguyen Binxin Ru Michael A. Osborne OffRL 79 19 0 19 Jul 2022
CPrune: Compiler-Informed Model Pruning for Efficient Target-Aware DNN Execution Taeho Kim Yongin Kwon Jemin Lee Taeho Kim Sangtae Ha 46 2 0 04 Jul 2022
Quantum Neural Architecture Search with Quantum Circuits Metric and Bayesian Optimization Trong Duong Sang T. Truong Minh Tam B. Bach Juno Ryu J. Rhee 89 18 0 28 Jun 2022
Revisiting Architecture-aware Knowledge Distillation: Smaller Models and Faster Search Taehyeon Kim Heesoo Myeong Se-Young Yun 89 2 0 27 Jun 2022
A General Recipe for Likelihood-free Bayesian Optimization Jiaming Song Lantao Yu Willie Neiswanger Stefano Ermon 97 24 0 27 Jun 2022
EmProx: Neural Network Performance Estimation For Neural Architecture Search G. Franken Prabhant Singh Joaquin Vanschoren 45 0 0 13 Jun 2022
Multifidelity Reinforcement Learning with Control Variates Sami Khairy Prasanna Balaprakash OffRL 71 5 0 10 Jun 2022
A Survey on Computationally Efficient Neural Architecture Search Shiqing Liu Haoyu Zhang Yaochu Jin 100 44 0 03 Jun 2022