Designing Neural Network Architectures using Reinforcement Learning

7 November 2016

Papers citing "Designing Neural Network Architectures using Reinforcement Learning"

50 / 238 papers shown

Title
Neural Architecture Searching for Facial Attributes-based Depression Recognition Mingzhe Chen Xi Xiao Bin Zhang Xinyu Liu Runiu Lu CVBM 36 5 0 24 Jan 2022
Neural Architecture Search for Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Priyadarshini Panda 26 88 0 23 Jan 2022
AWSnet: An Auto-weighted Supervision Attention Network for Myocardial Scar and Edema Segmentation in Multi-sequence Cardiac Magnetic Resonance Images Kaini Wang Xin Yang Juzheng Miao Lei Li Jing Yao Ping Zhou Wufeng Xue Guangquan Zhou Xiahai Zhuang Dong Ni 23 41 0 14 Jan 2022
Winning solutions and post-challenge analyses of the ChaLearn AutoDL challenge 2019 Zhengying Liu Adrien Pavao Zhen Xu Sergio Escalera Fabio Ferreira ... Peng Wang Chenglin Wu Youcheng Xiong Arber Zela Yang Zhang AAML 37 26 0 11 Jan 2022
AutoBalance: Optimized Loss Functions for Imbalanced Data Mingchen Li Xuechen Zhang Christos Thrampoulidis Jiasi Chen Samet Oymak 19 67 0 04 Jan 2022
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 29 26 0 16 Dec 2021
Manas: Mining Software Repositories to Assist AutoML Giang Nguyen Johir Islam Rangeet Pan Hridesh Rajan 51 15 0 06 Dec 2021
Learning from Mistakes based on Class Weighting with Application to Neural Architecture Search Jay P. Gala P. Xie 37 1 0 01 Dec 2021
MAPLE: Microprocessor A Priori for Latency Estimation Saad Abbasi Alexander Wong M. Shafiee 25 12 0 30 Nov 2021
Mixed Precision Low-bit Quantization of Neural Network Language Models for Speech Recognition Junhao Xu Jianwei Yu Shoukang Hu Xunying Liu Helen Meng MQ 30 13 0 29 Nov 2021
ArchRepair: Block-Level Architecture-Oriented Repairing for Deep Neural Networks Hua Qi Zhijie Wang Qing Guo Jianlang Chen Felix Juefei Xu Lei Ma Jianjun Zhao AAML AI4CE 35 17 0 26 Nov 2021
EH-DNAS: End-to-End Hardware-aware Differentiable Neural Architecture Search Qian Jiang Xiaofan Zhang Deming Chen Minh Do Raymond A. Yeh 30 7 0 24 Nov 2021
Full-attention based Neural Architecture Search using Context Auto-regression Yuan Zhou Haiyang Wang Shuwei Huo Boyu Wang 33 3 0 13 Nov 2021
Automatic Sleep Staging of EEG Signals: Recent Development, Challenges, and Future Directions Huy P Phan Kaare B. Mikkelsen 19 94 0 03 Nov 2021
ConAM: Confidence Attention Module for Convolutional Neural Networks Yu Xue Ziming Yuan Ferrante Neri 24 1 0 27 Oct 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
DPNAS: Neural Architecture Search for Deep Learning with Differential Privacy Anda Cheng Jiaxing Wang Xi Sheryl Zhang Qiang Chen Peisong Wang Jian Cheng 39 27 0 16 Oct 2021
Across-Task Neural Architecture Search via Meta Learning Jingtao Rong Xinyi Yu Mingyang Zhang L. Ou 25 1 0 12 Oct 2021
Observations on K-image Expansion of Image-Mixing Augmentation for Classification Joonhyun Jeong Sungmin Cha Jongwon Choi Sangdoo Yun Taesup Moon Y. Yoo VLM 23 6 0 08 Oct 2021
ABCP: Automatic Block-wise and Channel-wise Network Pruning via Joint Search Jiaqi Li Haoran Li Yaran Chen Zixiang Ding Nannan Li Mingjun Ma Zicheng Duan Dong Zhao 40 9 0 08 Oct 2021
Knowledge Transfer based Evolutionary Deep Neural Network for Intelligent Fault Diagnosis Arun K. Sharma N. Verma 47 2 0 28 Sep 2021
Assured Neural Network Architectures for Control and Identification of Nonlinear Systems James Ferlez Yasser Shoukry 33 0 0 21 Sep 2021
Single Person Pose Estimation: A Survey Feng Zhang Xiatian Zhu Chen Wang 42 8 0 21 Sep 2021
Search For Deep Graph Neural Networks Guosheng Feng Chunnan Wang Hongzhi Wang GNN 32 23 0 21 Sep 2021
Neural Architecture Search in operational context: a remote sensing case-study Anthony Cazasnoves Pierre-Antoine Ganaye Kévin Sanchis Tugdual Ceillier 27 0 0 15 Sep 2021
Pareto-wise Ranking Classifier for Multi-objective Evolutionary Neural Architecture Search Lianbo Ma Nan Li Guo-Ding Yu Xiao Geng Min Huang Xingwei Wang 33 53 0 14 Sep 2021
ReconfigISP: Reconfigurable Camera Image Processing Pipeline K. Yu Zexian Li Yue Peng Chen Change Loy Jinwei Gu 47 29 0 10 Sep 2021
Lightweight Monocular Depth with a Novel Neural Architecture Search Method Lam Huynh Phong H. Nguyen Jirí Matas Esa Rahtu J. Heikkilä 29 10 0 25 Aug 2021
iDARTS: Improving DARTS by Node Normalization and Decorrelation Discretization Huiqun Wang Ruijie Yang Di Huang Yunhong Wang 16 27 0 25 Aug 2021
Neural Architecture Dilation for Adversarial Robustness Yanxi Li Zhaohui Yang Yunhe Wang Chang Xu AAML 38 23 0 16 Aug 2021
Accelerating Evolutionary Neural Architecture Search via Multi-Fidelity Evaluation Shangshang Yang Ye Tian Xiaoshu Xiang Shichen Peng Xing-yi Zhang 29 20 0 10 Aug 2021
AdvRush: Searching for Adversarially Robust Neural Architectures J. Mok Byunggook Na Hyeokjun Choe Sungroh Yoon OOD AAML 22 44 0 03 Aug 2021
FLASH: Fast Neural Architecture Search with Hardware Optimization Guihong Li Sumit K. Mandal Ümit Y. Ogras R. Marculescu 29 20 0 01 Aug 2021
LENS: Layer Distribution Enabled Neural Architecture Search in Edge-Cloud Hierarchies Mohanad Odema Nafiul Rashid B. U. Demirel Mohammad Abdullah Al Faruque 28 10 0 20 Jul 2021
Neural Architecture Search using Covariance Matrix Adaptation Evolution Strategy Nilotpal Sinha Kuan-Wen Chen 18 5 0 15 Jul 2021
Core-set Sampling for Efficient Neural Architecture Search Jaewoong Shim Kyeongbo Kong Suk-Ju Kang 140 23 0 08 Jul 2021
Contrastive Multimodal Fusion with TupleInfoNCE Yunze Liu Qingnan Fan Shanghang Zhang Hao Dong Thomas Funkhouser Li Yi 31 66 0 06 Jul 2021
Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets Hayeon Lee Eunyoung Hyung Sung Ju Hwang 40 43 0 02 Jul 2021
GAIA: A Transfer Learning System of Object Detection that Fits Your Needs Xingyuan Bu Junran Peng Junjie Yan Tieniu Tan Zhaoxiang Zhang ObjD VLM 31 53 0 21 Jun 2021
HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning Hayeon Lee Sewoong Lee Song Chong Sung Ju Hwang 21 26 0 16 Jun 2021
Memory-Efficient Differentiable Transformer Architecture Search Yuekai Zhao Li Dong Yelong Shen Zhihua Zhang Furu Wei Weizhu Chen ViT 32 17 0 31 May 2021
InfoNEAT: Information Theory-based NeuroEvolution of Augmenting Topologies for Side-channel Analysis R. Acharya F. Ganji Domenic Forte AAML 43 24 0 30 Apr 2021
Generalization Guarantees for Neural Architecture Search with Train-Validation Split Samet Oymak Mingchen Li Mahdi Soltanolkotabi AI4CE OOD 36 13 0 29 Apr 2021
Auto-FedAvg: Learnable Federated Averaging for Multi-Institutional Medical Image Segmentation Yingda Xia Dong Yang Wenqi Li Andriy Myronenko Daguang Xu ... Elvira Stellato G. Carrafiello A. Ierardi Alan Yuille H. Roth OOD FedML 44 46 0 20 Apr 2021
BraidNet: procedural generation of neural networks for image classification problems using braid theory O. Lukyanova O. Nikitin Alex Kunin 15 0 0 20 Apr 2021
Software/Hardware Co-design for Multi-modal Multi-task Learning in Autonomous Systems Cong Hao Deming Chen 21 20 0 08 Apr 2021
Slimmable Compressive Autoencoders for Practical Neural Image Compression Feiyu Yang Luis Herranz Yongmei Cheng M. Mozerov 31 65 0 29 Mar 2021
BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search Changlin Li Tao Tang Guangrun Wang Jiefeng Peng Bing Wang Xiaodan Liang Xiaojun Chang ViT 48 105 0 23 Mar 2021
Searching by Generating: Flexible and Efficient One-Shot NAS with Architecture Generator Sian-Yao Huang W. Chu 14 25 0 12 Mar 2021
Towards Accurate and Compact Architectures via Neural Architecture Transformer Yong Guo Yin Zheng Mingkui Tan Qi Chen Zhipeng Li Jian Chen P. Zhao Junzhou Huang ViT MQ 16 38 0 20 Feb 2021