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DARTS: Differentiable Architecture Search

24 June 2018

Papers citing "DARTS: Differentiable Architecture Search"

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Title
Video Waterdrop Removal via Spatio-Temporal Fusion in Driving ScenesIEEE International Conference on Robotics and Automation (ICRA), 2023 Qiang Wen Yue Wu Qifeng Chen 233 8 0 12 Feb 2023
Neural Architecture Search with Multimodal Fusion Methods for Diagnosing DementiaIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Michail Chatzianastasis Loukas Ilias D. Askounis Michalis Vazirgiannis 215 5 0 12 Feb 2023
Cross-Modal Fine-Tuning: Align then RefineInternational Conference on Machine Learning (ICML), 2023 Junhong Shen Liam Li Lucio Dery Corey Staten M. Khodak Graham Neubig Ameet Talwalkar 206 57 0 11 Feb 2023
Operation-level Progressive Differentiable Architecture SearchIndustrial Conference on Data Mining (IDM), 2021 Xunyu Zhu Jian Li Yong Liu Weiping Wang 167 6 0 11 Feb 2023
Improving Differentiable Architecture Search via Self-DistillationNeural Networks (Neural Netw.), 2023 Xunyu Zhu Jian Li Yong Liu Weiping Wang 246 10 0 11 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 213 2 0 10 Feb 2023
DNArch: Learning Convolutional Neural Architectures by Backpropagation David W. Romero Neil Zeghidour AI4CE 143 4 0 10 Feb 2023
Toward Extremely Lightweight Distracted Driver Recognition With Distillation-Based Neural Architecture Search and Knowledge Transfer Dichao Liu T. Yamasaki Yu Wang K. Mase Jien Kato 222 35 0 09 Feb 2023
Averaged Method of Multipliers for Bi-Level Optimization without Lower-Level Strong ConvexityInternational Conference on Machine Learning (ICML), 2023 Risheng Liu Yaohua Liu Wei-Ting Yao Shangzhi Zeng Jin Zhang 206 31 0 07 Feb 2023
Multipath agents for modular multitask ML systems Andrea Gesmundo 221 1 0 06 Feb 2023
RRNet: Towards ReLU-Reduced Neural Network for Two-party Computation Based Private Inference Hongwu Peng Shangli Zhou Yukui Luo Nuo Xu Shijin Duan ... Chenghong Wang Tong Geng Wujie Wen Xiaolin Xu Caiwen Ding 192 18 0 05 Feb 2023
Efficient Gradient Approximation Method for Constrained Bilevel OptimizationAAAI Conference on Artificial Intelligence (AAAI), 2023 Siyuan Xu Minghui Zhu 165 24 0 03 Feb 2023
Contrastive Learning with Consistent Representations Zihu Wang Yu Wang Hanbin Hu Peng Li CLL 261 9 0 03 Feb 2023
Dynamic Ensemble of Low-fidelity Experts: Mitigating NAS "Cold-Start"AAAI Conference on Artificial Intelligence (AAAI), 2023 Junbo Zhao Xuefei Ning En-hao Liu Binxin Ru Zixuan Zhou Tianchen Zhao Chen Chen Jiajin Zhang Q. Liao Yu Wang AI4CE 210 5 0 02 Feb 2023
NASiam: Efficient Representation Learning using Neural Architecture Search for Siamese Networks Alexandre Heuillet Hedi Tabia Hichem Arioui 182 3 0 31 Jan 2023
Pipe-BD: Pipelined Parallel Blockwise DistillationDesign, Automation and Test in Europe (DATE), 2023 Hongsun Jang Jaewon Jung Jaeyong Song Joonsang Yu Youngsok Kim Jinho Lee MoE AI4CE 164 2 0 29 Jan 2023
AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-TuningTransactions of the Association for Computational Linguistics (TACL), 2023 Han Zhou Xingchen Wan Ivan Vulić Anna Korhonen 206 50 0 28 Jan 2023
Open Problems in Applied Deep Learning M. Raissi AI4CE 219 3 0 26 Jan 2023
ZiCo: Zero-shot NAS via Inverse Coefficient of Variation on GradientsInternational Conference on Learning Representations (ICLR), 2023 Guihong Li Yuedong Yang Kartikeya Bhardwaj R. Marculescu 440 81 0 26 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 155 6 0 26 Jan 2023
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the EdgeIEEE transactions on computers (IEEE Trans. Comput.), 2023 Matteo Risso Luca Bompani Francesco Conti Lorenzo Lamberti Yukai Chen Luca Benini Enrico Macii Massimo Poncino Daniele Jahier Pagliari 212 44 0 24 Jan 2023
Probabilistic Bilevel Coreset SelectionInternational Conference on Machine Learning (ICML), 2023 Xiao Zhou Renjie Pi Weizhong Zhang Yong Lin Tong Zhang NoLa 274 35 0 24 Jan 2023
RD-NAS: Enhancing One-shot Supernet Ranking Ability via Ranking Distillation from Zero-cost ProxiesIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Peijie Dong Xin-Yi Niu Lujun Li Zhiliang Tian Xiaodong Wang Zimian Wei H. Pan Dongsheng Li 250 17 0 24 Jan 2023
Model Agnostic Sample Reweighting for Out-of-Distribution LearningInternational Conference on Machine Learning (ICML), 2023 Xiao Zhou Yong Lin Renjie Pi Weizhong Zhang Renzhe Xu Peng Cui Tong Zhang OODD 189 68 0 24 Jan 2023
Enabling Hard Constraints in Differentiable Neural Network and Accelerator Co-ExplorationDesign Automation Conference (DAC), 2022 Deokki Hong Kanghyun Choi Hyeyoon Lee Joonsang Yu Noseong Park Youngsok Kim Jinho Lee 129 3 0 23 Jan 2023
Learning to Linearize Deep Neural Networks for Secure and Efficient Private InferenceInternational Conference on Learning Representations (ICLR), 2023 Souvik Kundu Shun Lu Yuke Zhang Jacqueline Liu Peter A. Beerel 118 36 0 23 Jan 2023
GP-NAS-ensemble: a model for NAS Performance Prediction Kunlong Chen Liu Yang Yitian Chen Kunjin Chen Yidan Xu Lujun Li 186 17 0 23 Jan 2023
Neural Architecture Search: Insights from 1000 Papers Colin White Mahmoud Safari R. Sukthanker Binxin Ru T. Elsken Arber Zela Debadeepta Dey Katharina Eggensperger 3DV AI4CE 389 188 0 20 Jan 2023
HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2023 Jinqi Xiao Chengming Zhang Yu Gong Miao Yin Yang Sui Lizhi Xiang Dingwen Tao Bo Yuan 262 28 0 20 Jan 2023
RNAS-CL: Robust Neural Architecture Search by Cross-Layer Knowledge DistillationInternational Journal of Computer Vision (IJCV), 2023 Utkarsh Nath Yancheng Wang Yingzhen Yang AAML 190 4 0 19 Jan 2023
Revisiting the Spatial and Temporal Modeling for Few-shot Action RecognitionAAAI Conference on Artificial Intelligence (AAAI), 2023 Jiazheng Xing Mengmeng Wang Yong-Jin Liu B. Mu ViT 180 44 0 19 Jan 2023
Accurate Detection of Paroxysmal Atrial Fibrillation with Certified-GAN and Neural Architecture SearchScientific Reports (Sci Rep), 2023 Mehdi Asadi Fatemeh Poursalim Mohammad Loni Masoud Daneshtalab Mikael Sjödin Arash Gharehbaghi 138 16 0 17 Jan 2023
$β$ -DARTS++: Bi-level Regularization for Proxy-robust Differentiable Architecture SearchIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Peng Ye Tong He Baopu Li Tao Chen Mengwei He Wanli Ouyang OOD 182 7 0 16 Jan 2023
Efficient Evaluation Methods for Neural Architecture Search: A SurveyIEEE Transactions on Artificial Intelligence (IEEE TAI), 2023 Xiangning Xie Xiaotian Song Zeqiong Lv Gary G. Yen Weiping Ding Yizhou Sun 228 26 0 14 Jan 2023
Data Distillation: A Survey Noveen Sachdeva Julian McAuley DD 336 95 0 11 Jan 2023
AutoAC: Towards Automated Attribute Completion for Heterogeneous Graph Neural NetworkIEEE International Conference on Data Engineering (ICDE), 2023 Guanghui Zhu Zhen-Wei Zhu Wen Wang Zhuoer Xu Chun Yuan Jiaming Ji 226 13 0 08 Jan 2023
AdaEnsemble: Learning Adaptively Sparse Structured Ensemble Network for Click-Through Rate Prediction Yachen Yan Liubo Li 162 4 0 06 Jan 2023
First-order penalty methods for bilevel optimizationSIAM Journal on Optimization (SIOPT), 2023 Zhaosong Lu Sanyou Mei 295 58 0 04 Jan 2023
On the Convergence of Stochastic Gradient Descent in Low-precision Number FormatsInternational Conference on Pattern Recognition Applications and Methods (ICPRAM), 2023 M. Cacciola A. Frangioni M. Asgharian Alireza Ghaffari V. Nia 167 6 0 04 Jan 2023
Explainability and Robustness of Deep Visual Classification Models Jindong Gu AAML 224 2 0 03 Jan 2023
Rethinking Mobile Block for Efficient Attention-based ModelsIEEE International Conference on Computer Vision (ICCV), 2023 Jiangning Zhang Xiangtai Li Jian Li Liang Liu Zhucun Xue Boshen Zhang Zhe Jiang Tianxin Huang Yabiao Wang Chengjie Wang MQ 287 188 0 03 Jan 2023
On Finding Small Hyper-Gradients in Bilevel Optimization: Hardness Results and Improved AnalysisAnnual Conference Computational Learning Theory (COLT), 2023 Le‐Yu Chen Jing Xu J.N. Zhang 264 28 0 02 Jan 2023
Pseudo-Inverted Bottleneck Convolution for DARTS Search SpaceIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Arash Ahmadian Louis S.P. Liu Yue Fei Konstantinos N. Plataniotis Mahdi S. Hosseini 206 0 0 31 Dec 2022
On Implicit Bias in Overparameterized Bilevel OptimizationInternational Conference on Machine Learning (ICML), 2022 Paul Vicol Jon Lorraine Fabian Pedregosa David Duvenaud Roger C. Grosse AI4CE 226 45 0 28 Dec 2022
Differentiable Search of Accurate and Robust Architectures Yuwei Ou Xiangning Xie Shan Gao Yanan Sun Kay Chen Tan Jiancheng Lv OOD AAML 205 2 0 28 Dec 2022
Bring Your Own View: Graph Neural Networks for Link Prediction with Personalized Subgraph SelectionWeb Search and Data Mining (WSDM), 2022 Qiaoyu Tan Xin Zhang Ninghao Liu Daochen Zha Li Li Rui Chen Soo-Hyun Choi Helen Zhou 184 52 0 23 Dec 2022
Rule Learning by ModularityMachine-mediated learning (ML), 2022 Albert Nössig Tobias Hell Georg Moser 148 1 0 23 Dec 2022
DAS: Neural Architecture Search via Distinguishing Activation Score Yuqiao Liu Haipeng Li Yanan Sun Shuaicheng Liu 178 1 0 23 Dec 2022
Automatic Network Adaptation for Ultra-Low Uniform-Precision Quantization Seongmin Park Beomseok Kwon Jieun Lim Kyuyoung Sim Taeho Kim Jungwook Choi MQ 222 1 0 21 Dec 2022
End to End Generative Meta Curriculum Learning For Medical Data AugmentationInternational Conference on Information Photonics (ICIP), 2022 Meng Li Brian C. Lovell MedIm 201 4 0 20 Dec 2022