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DARTS: Differentiable Architecture Search

24 June 2018

Papers citing "DARTS: Differentiable Architecture Search"

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Title
Carbon-Efficient Neural Architecture Search Yiyang Zhao Tian Guo 194 5 0 09 Jul 2023
LISSNAS: Locality-based Iterative Search Space Shrinkage for Neural Architecture SearchInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 Bhavna Gopal Arjun Sridhar Tunhou Zhang Yiran Chen 163 5 0 06 Jul 2023
Dynamical Isometry based Rigorous Fair Neural Architecture Search Jianxiang Luo Junyi Hu Tianji Pang Weihao Huang Chuan-Hsi Liu 155 0 0 05 Jul 2023
Make A Long Image Short: Adaptive Token Length for Vision Transformers Yuqin Zhu Yichen Zhu ViT 185 21 0 05 Jul 2023
Zero-Shot Neural Architecture Search: Challenges, Solutions, and OpportunitiesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Guihong Li Duc-Tuong Hoang Kartikeya Bhardwaj Ming Lin Zinan Lin R. Marculescu 325 32 0 05 Jul 2023
Neural Architecture Transfer 2: A Paradigm for Improving Efficiency in Multi-Objective Neural Architecture Search Simone Sarti Eugenio Lomurno Matteo Matteucci 95 1 0 03 Jul 2023
PASNet: Polynomial Architecture Search Framework for Two-party Computation-based Secure Neural Network DeploymentDesign Automation Conference (DAC), 2023 Hongwu Peng Shangli Zhou Yukui Luo Nuo Xu Shijin Duan ... Chenghong Wang Tong Geng Wujie Wen Xiaolin Xu Caiwen Ding 161 9 0 27 Jun 2023
DCP-NAS: Discrepant Child-Parent Neural Architecture Search for 1-bit CNNsInternational Journal of Computer Vision (IJCV), 2023 Yanjing Li Sheng Xu Xianbin Cao Lian Zhuo Baochang Zhang Tian Wang Guodong Guo 162 3 0 27 Jun 2023
Hyper-parameter Adaptation of Conformer ASR Systems for Elderly and Dysarthric Speech RecognitionInterspeech (Interspeech), 2023 Tianzi Wang Shoukang Hu Jiajun Deng Zengrui Jin Mengzhe Geng Yi Wang Helen M. Meng Xunying Liu 177 10 0 27 Jun 2023
Near-Optimal Nonconvex-Strongly-Convex Bilevel Optimization with Fully First-Order Oracles Le‐Yu Chen Yaohua Ma J.N. Zhang 330 9 0 26 Jun 2023
Efficient Deep Spiking Multi-Layer Perceptrons with Multiplication-Free InferenceIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023 Boyan Li Luziwei Leng Shuaijie Shen Kaixuan Zhang Jianguo Zhang Jianxing Liao Ran Cheng 312 14 0 21 Jun 2023
Optimal Algorithms for Stochastic Bilevel Optimization under Relaxed Smoothness ConditionsJournal of machine learning research (JMLR), 2023 Xuxing Chen Tesi Xiao Krishnakumar Balasubramanian 244 32 0 21 Jun 2023
Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture Mehraveh Javan Matthew Toews M. Pedersoli 239 1 0 21 Jun 2023
Differentiable Instruction Optimization for Cross-Task GeneralizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Masaru Isonuma Junichiro Mori Ichiro Sakata 162 0 0 16 Jun 2023
Neural Fine-Tuning Search for Few-Shot LearningInternational Conference on Learning Representations (ICLR), 2023 Panagiotis Eustratiadis Łukasz Dudziak Da Li Timothy M. Hospedales 150 7 0 15 Jun 2023
Probabilistic-based Feature Embedding of 4-D Light Fields for Compressive Imaging and DenoisingInternational Journal of Computer Vision (IJCV), 2023 Xianqiang Lyu Xianqiang Lyu 264 8 0 15 Jun 2023
Searching for the Fakes: Efficient Neural Architecture Search for General Face Forgery Detection Xiao Jin Xinwen Mu Jing Xu CVBM 136 0 0 15 Jun 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 263 36 0 13 Jun 2023
Flexible Channel Dimensions for Differentiable Architecture Search A. C. Yüzügüler Nikolaos Dimitriadis P. Frossard 85 0 0 13 Jun 2023
Automated 3D Pre-Training for Molecular Property PredictionKnowledge Discovery and Data Mining (KDD), 2023 Xu Wang Huan Zhao Weiwei Tu Quanming Yao AI4CE 245 48 0 13 Jun 2023
MFSN: Multi-perspective Fusion Search Network For Pre-training Knowledge in Speech Emotion RecognitionInterspeech (Interspeech), 2023 Haiyang Sun Fulin Zhang Yingying Gao Zheng Lian Shilei Zhang Junlan Feng 132 7 0 12 Jun 2023
Differentiable Multi-Fidelity Fusion: Efficient Learning of Physics Simulations with Neural Architecture Search and Transfer Learning Yuwen Deng Wang Kang Wei W. Xing OOD AI4CE 135 0 0 12 Jun 2023
Robustifying DARTS by Eliminating Information Bypass Leakage via Explicit Sparse RegularizationIndustrial Conference on Data Mining (IDM), 2021 Jiuling Zhang Zhiming Ding AAML 155 4 0 12 Jun 2023
Small Temperature is All You Need for Differentiable Architecture SearchPacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2023 Jiuling Zhang Zhiming Ding 125 1 0 12 Jun 2023
Rethink DARTS Search Space and Renovate a New BenchmarkInternational Conference on Machine Learning (ICML), 2023 Jiuling Zhang Zhiming Ding 174 3 0 12 Jun 2023
Neural Architecture Design and Robustness: A DatasetInternational Conference on Learning Representations (ICLR), 2023 Steffen Jung Jovita Lukasik Margret Keuper OOD AAML 143 21 0 11 Jun 2023
FalconNet: Factorization for the Light-weight ConvNetsInternational Conference on Neural Information Processing (ICONIP), 2023 Zhicheng Cai Qiu Shen 296 20 0 10 Jun 2023
Generalizable Lightweight Proxy for Robust NAS against Diverse PerturbationsNeural Information Processing Systems (NeurIPS), 2023 Hyeonjeong Ha Minseon Kim Sung Ju Hwang OOD AAML 275 8 0 08 Jun 2023
Deep Learning with Partially Labeled Data for Radio Map Reconstruction Alkesandra Malkova Massih-Reza Amini B. Denis C. Villien 136 0 0 07 Jun 2023
ColdNAS: Search to Modulate for User Cold-Start RecommendationThe Web Conference (WWW), 2023 Shiguang Wu Yaqing Wang Qinghe Jing Daxiang Dong Dejing Dou Quanming Yao 101 13 0 06 Jun 2023
Security Knowledge-Guided Fuzzing of Deep Learning Libraries Nima Shiri Harzevili Mohammad Mahdi Mohajer Moshi Wei H. Pham Song Wang AAML AI4CE 152 1 0 05 Jun 2023
Deep Active Learning with Structured Neural Depth Search Xiaoyun Zhang Xieyi Ping Jianwei Zhang 158 0 0 05 Jun 2023
Continuous Cartesian Genetic Programming based representation for Multi-Objective Neural Architecture SearchApplied Soft Computing (Appl. Soft Comput.), 2023 Cosijopii Garcia-Garcia A. Morales-Reyes Hugo Jair Escalante 123 9 0 05 Jun 2023
A Generalized Alternating Method for Bilevel Learning under the Polyak-Łojasiewicz Condition Quan-Wu Xiao Songtao Lu Tianyi Chen 344 3 0 04 Jun 2023
Automated Architecture Synthesis for Arbitrarily Structured Neural Networks Xinshun Liu Yizhi Fang Yichao Jiang 216 0 0 03 Jun 2023
Bilevel Fast Scene Adaptation for Low-Light Image EnhancementInternational Journal of Computer Vision (IJCV), 2023 Long Ma Dian Jin Nan An Jinyuan Liu Xin-Yue Fan Risheng Liu 231 67 0 02 Jun 2023
LLMatic: Neural Architecture Search via Large Language Models and Quality Diversity OptimizationAnnual Conference on Genetic and Evolutionary Computation (GECCO), 2023 Muhammad Umair Nasir Sam Earle C. Cleghorn Steven D. James Julian Togelius 866 82 0 01 Jun 2023
Auto-Spikformer: Spikformer Architecture SearchFrontiers in Neuroscience (Front. Neurosci.), 2023 Kaiwei Che Zhaokun Zhou Zhengyu Ma Wei Fang Yanqing Chen Shuaijie Shen Liuliang Yuan Yonghong Tian 218 12 0 01 Jun 2023
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in SegmentationIEEE Transactions on Medical Imaging (TMI), 2023 Zeju Li Konstantinos Kamnitsas Qi Dou C. Qin Ben Glocker 142 6 0 30 May 2023
BiSLS/SPS: Auto-tune Step Sizes for Stable Bi-level OptimizationNeural Information Processing Systems (NeurIPS), 2023 Chen Fan Gaspard Choné-Ducasse Mark Schmidt Christos Thrampoulidis 209 4 0 30 May 2023
Contrastive Learning Based Recursive Dynamic Multi-Scale Network for Image Deraining Zhiying Jiang Risheng Liu Shuzhou Yang Zengxi Zhang Xin-Yue Fan 123 5 0 29 May 2023
DiffRate : Differentiable Compression Rate for Efficient Vision TransformersIEEE International Conference on Computer Vision (ICCV), 2023 Mengzhao Chen Wenqi Shao Peng Xu Mingbao Lin Kaipeng Zhang Jiayi Ji Rongrong Ji Yu Qiao Ping Luo ViT 165 69 0 29 May 2023
HyperTime: Hyperparameter Optimization for Combating Temporal Distribution ShiftsACM Multimedia (ACM MM), 2023 Shaokun Zhang Yiran Wu Zhonghua Zheng Qingyun Wu Chi Wang OOD 189 8 0 28 May 2023
DynaShare: Task and Instance Conditioned Parameter Sharing for Multi-Task Learning E. Rahimian Golara Javadi Frederick Tung Gabriel L. Oliveira MoE 157 3 0 26 May 2023
COMCAT: Towards Efficient Compression and Customization of Attention-Based Vision ModelsInternational Conference on Machine Learning (ICML), 2023 Jinqi Xiao Miao Yin Yu Gong Xiao Zang Jian Ren Bo Yuan VLM ViT 283 15 0 26 May 2023
Meta-prediction Model for Distillation-Aware NAS on Unseen DatasetsInternational Conference on Learning Representations (ICLR), 2023 Hayeon Lee Sohyun An Minseon Kim Sung Ju Hwang OOD 135 5 0 26 May 2023
DiffusionNAG: Predictor-guided Neural Architecture Generation with Diffusion ModelsInternational Conference on Learning Representations (ICLR), 2023 Sohyun An Hayeon Lee Jaehyeong Jo Seanie Lee Sung Ju Hwang DiffM 404 14 0 26 May 2023
FSD: Fully-Specialized Detector via Neural Architecture SearchInternational Conference on Computational Collective Intelligence (ICCCI), 2023 Zhe Huang Yudian Li ObjD 258 1 0 26 May 2023
Neural Architecture Search for Parameter-Efficient Fine-tuning of Large Pre-trained Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Neal Lawton Anoop Kumar Govind Thattai Aram Galstyan Greg Ver Steeg 124 21 0 26 May 2023
Automated Search-Space Generation Neural Architecture Search Tianyi Chen Luming Liang Tian Ding Ilya Zharkov AI4CE 194 1 0 25 May 2023

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DARTS: Differentiable Architecture Search

Papers citing "DARTS: Differentiable Architecture Search"