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PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search

International Conference on Learning Representations (ICLR), 2019

12 July 2019

Guo-Jun Qi

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Papers citing "PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search"

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Title
Downstream Task Guided Masking Learning in Masked Autoencoders Using Multi-Level Optimization Han Guo Ramtin Hosseini Ruiyi Zhang Sai Ashish Somayajula Ranak Roy Chowdhury Rajesh K. Gupta Pengtao Xie 266 0 0 28 Feb 2024
Searching a Lightweight Network Architecture for Thermal Infrared Pedestrian Tracking Peng Gao Xiao Liu Yu Wang Ruyue Yuan 242 5 0 26 Feb 2024
AutoFT: Learning an Objective for Robust Fine-Tuning Caroline Choi Yoonho Lee Annie S. Chen Allan Zhou Aditi Raghunathan Chelsea Finn OOD 285 1 0 18 Jan 2024
AdaNAS: Adaptively Post-processing with Self-supervised Neural Architecture Search for Ensemble Rainfall Forecasts Yingpeng Wen Weijiang Yu Fudan Zheng Dan Huang Nong Xiao 245 3 0 26 Dec 2023
Efficient Architecture Search via Bi-level Data Pruning Chongjun Tu Peng Ye Weihao Lin Hancheng Ye Chong Yu Tao Chen Baopu Li Wanli Ouyang 272 4 0 21 Dec 2023
IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance Hongyi He Longjun Liu Haonan Zhang Nanning Zheng 184 15 0 19 Dec 2023
Weight-Entanglement Meets Gradient-Based Neural Architecture Search R. Sukthanker Arjun Krishnakumar Mahmoud Safari Katharina Eggensperger 180 6 0 16 Dec 2023
OTOv3: Automatic Architecture-Agnostic Neural Network Training and Compression from Structured Pruning to Erasing Operators Tianyi Chen Tianyu Ding Zhihui Zhu Zeyu Chen HsiangTao Wu Ilya Zharkov Luming Liang 176 5 0 15 Dec 2023
Auto-CsiNet: Scenario-customized Automatic Neural Network Architecture Generation for Massive MIMO CSI FeedbackIEEE Transactions on Wireless Communications (IEEE TWC), 2023 Xiangyi Li Jiajia Guo Chao-Kai Wen Shi Jin 164 4 0 27 Nov 2023
Masked Autoencoders Are Robust Neural Architecture Search Learners Yiming Hu Xiangxiang Chu Bo Zhang OOD 288 1 0 20 Nov 2023
NAS-ASDet: An Adaptive Design Method for Surface Defect Detection Network using Neural Architecture Search Zhenrong Wang Bin Li Weifeng Li Shuanlong Niu Wang Miao Tongzhi Niu 288 15 0 18 Nov 2023
MCUFormer: Deploying Vision Transformers on Microcontrollers with Limited MemoryNeural Information Processing Systems (NeurIPS), 2023 Yinan Liang Ziwei Wang Xiuwei Xu Yansong Tang Jie Zhou Jiwen Lu 178 17 0 25 Oct 2023
MGAS: Multi-Granularity Architecture Search for Trade-Off Between Model Effectiveness and EfficiencyIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023 Xiaoyun Liu Divya Saxena Jiannong Cao Yuqing Zhao Penghui Ruan 334 0 0 23 Oct 2023
Fairer and More Accurate Tabular Models Through NAS Richeek Das Samuel Dooley 127 5 0 18 Oct 2023
ASP: Automatic Selection of Proxy dataset for efficient AutoML Peng Yao Chao Liao Jiyuan Jia Jianchao Tan Bin Chen Chengru Song Chen Zhang 165 5 0 17 Oct 2023
SSHNN: Semi-Supervised Hybrid NAS Network for Echocardiographic Image SegmentationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Renqi Chen Jingjing Luo Fan Nian Yuhui Cen Yiheng Peng Zekuan Yu 161 3 0 09 Sep 2023
DBsurf: A Discrepancy Based Method for Discrete Stochastic Gradient Estimation Pau Mulet Arabí Alec Flowers Lukas Mauch Fabien Cardinaux BDL 154 0 0 07 Sep 2023
ICDARTS: Improving the Stability and Performance of Cyclic DARTS Emily Herron Derek C. Rose Steven R. Young 161 0 0 01 Sep 2023
An Introduction to Bi-level Optimization: Foundations and Applications in Signal Processing and Machine LearningIEEE Signal Processing Magazine (IEEE Signal Process. Mag.), 2023 Yihua Zhang Prashant Khanduri Ioannis C. Tsaknakis Yuguang Yao Min-Fong Hong Sijia Liu AI4CE 329 46 0 01 Aug 2023
Shrink-Perturb Improves Architecture Mixing during Population Based Training for Neural Architecture SearchEuropean Conference on Artificial Intelligence (ECAI), 2023 A. Chebykin A. Dushatskiy Tanja Alderliesten Peter A. N. Bosman 251 1 0 28 Jul 2023
Search-time Efficient Device Constraints-Aware Neural Architecture SearchPattern Recognition and Machine Intelligence (PRMI), 2023 Oshin Dutta Tanu Kanvar Sumeet Agarwal 153 4 0 10 Jul 2023
Carbon-Efficient Neural Architecture Search Yiyang Zhao Tian Guo 194 5 0 09 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
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 353 35 0 05 Jul 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 182 3 0 27 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 133 1 0 12 Jun 2023
Rethink DARTS Search Space and Renovate a New BenchmarkInternational Conference on Machine Learning (ICML), 2023 Jiuling Zhang Zhiming Ding 194 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 147 21 0 11 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 287 8 0 08 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 222 12 0 01 Jun 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 432 14 0 26 May 2023
Automated Search-Space Generation Neural Architecture Search Tianyi Chen Luming Liang Tian Ding Ilya Zharkov AI4CE 214 1 0 25 May 2023
Effective Bilevel Optimization via Minimax Reformulation Xiaoyu Wang Boyao Wang Renjie Pi Tong Zhang 193 3 0 22 May 2023
GeNAS: Neural Architecture Search with Better GeneralizationInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 Joonhyun Jeong Joonsang Yu Geondo Park Dongyoon Han Y. Yoo 175 4 0 15 May 2023
Visual TuningACM Computing Surveys (ACM Comput. Surv.), 2023 Bruce X. B. Yu Jianlong Chang Haixin Wang Lin Liu Shijie Wang ... Lingxi Xie Haojie Li Zhouchen Lin Qi Tian Chang Wen Chen VLM 390 57 0 10 May 2023
HKNAS: Classification of Hyperspectral Imagery Based on Hyper Kernel Neural Architecture SearchIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023 Di Wang Bo Du Guang Dai Dacheng Tao 74 5 0 23 Apr 2023
Meta-multigraph Search: Rethinking Meta-structure on Heterogeneous Information NetworksKnowledge-Based Systems (KBS), 2023 Chao Li Hao Xu Kun He 182 4 0 23 Apr 2023
Can GPT-4 Perform Neural Architecture Search? Mingkai Zheng Xiu Su Shan You Fei Wang Chao Qian Chang Xu Samuel Albanie ELM 255 89 0 21 Apr 2023
Efficient Automation of Neural Network Design: A Survey on Differentiable Neural Architecture SearchACM Computing Surveys (ACM Comput. Surv.), 2023 Alexandre Heuillet A. Nasser Hichem Arioui Hedi Tabia AI4CE 301 25 0 11 Apr 2023
Robust Neural Architecture Search Xunyu Zhu Jian Li Yong-Jin Liu Weiping Wang AAML 115 6 0 06 Apr 2023
Learning by Grouping: A Multilevel Optimization Framework for Improving Fairness in Classification without Losing Accuracy Ramtin Hosseini Li Zhang Bhanu Garg P. Xie FaML 156 0 0 02 Apr 2023
Bayesian Quadrature for Neural Ensemble Search Saad Hamid Xingchen Wan Martin Jørgensen Binxin Ru Michael A. Osborne BDL UQCV 150 1 0 15 Mar 2023
MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReIDComputer Vision and Pattern Recognition (CVPR), 2023 Jianyang Gu Kai Wang Haowen Luo Chen Chen Wei Jiang Yuqiang Fang Shang Zhang Yang You Jian-jun Zhao 149 67 0 13 Mar 2023
FTSO: Effective NAS via First Topology Second Operator Likang Wang Lei Chen 120 10 0 28 Feb 2023
Achieving Hierarchy-Free Approximation for Bilevel Programs With Equilibrium ConstraintsInternational Conference on Machine Learning (ICML), 2023 Jiayang Li Jiahao Yu Boyi Liu Zhaoran Wang Y. Nie 230 7 0 20 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
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

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PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search

Papers citing "PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search"