Designing Neural Network Architectures using Reinforcement Learning

7 November 2016

Papers citing "Designing Neural Network Architectures using Reinforcement Learning"

50 / 250 papers shown

Title
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 50 105 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
CATE: Computation-aware Neural Architecture Encoding with Transformers Shen Yan Kaiqiang Song Z. Feng Mi Zhang 27 24 0 14 Feb 2021
Searching for Fast Model Families on Datacenter Accelerators Sheng Li Mingxing Tan Ruoming Pang Andrew Li Liqun Cheng Quoc V. Le N. Jouppi 44 34 0 10 Feb 2021
Generalization of Model-Agnostic Meta-Learning Algorithms: Recurring and Unseen Tasks Alireza Fallah Aryan Mokhtari Asuman Ozdaglar 25 49 0 07 Feb 2021
Adaptive Remote Sensing Image Attribute Learning for Active Object Detection Nuo Xu Chunlei Huo Jiacheng Guo Yiwei Liu Jian Wang Chunhong Pan ObjD 18 4 0 16 Jan 2021
Unchain the Search Space with Hierarchical Differentiable Architecture Search Guanting Liu Yujie Zhong Sheng Guo Matthew R. Scott Weilin Huang AI4CE 29 2 0 11 Jan 2021
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning D. Kedziora Katarzyna Musial Bogdan Gabrys 30 16 0 23 Dec 2020
AutoCaption: Image Captioning with Neural Architecture Search Xinxin Zhu Weining Wang Longteng Guo Jing Liu 32 9 0 16 Dec 2020
Auto-MVCNN: Neural Architecture Search for Multi-view 3D Shape Recognition Zhaoqun Li Hongren Wang Jinxing Li 3DPC 3DV 23 8 0 10 Dec 2020
Inter-layer Transition in Neural Architecture Search Benteng Ma Jing Zhang Yong-quan Xia Dacheng Tao 39 4 0 30 Nov 2020
EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation using Accelerated Neuroevolution with Weight Transfer William J. McNally Kanav Vats Alexander Wong J. McPhee 3DH 32 16 0 17 Nov 2020
Phoebe: Reuse-Aware Online Caching with Reinforcement Learning for Emerging Storage Models Nan Wu Pengcheng Li 27 7 0 13 Nov 2020
Reducing Inference Latency with Concurrent Architectures for Image Recognition Ramyad Hadidi Jiashen Cao Michael S. Ryoo Hyesoon Kim BDL 14 3 0 13 Nov 2020
Deep Networks from the Principle of Rate Reduction Kwan Ho Ryan Chan Yaodong Yu Chong You Haozhi Qi John N. Wright Yi Ma 22 21 0 27 Oct 2020
Automated Concatenation of Embeddings for Structured Prediction Xinyu Wang Yong-jia Jiang Nguyen Bach Tao Wang Zhongqiang Huang Fei Huang Kewei Tu 37 172 0 10 Oct 2020
RelativeNAS: Relative Neural Architecture Search via Slow-Fast Learning Hao Tan Ran Cheng Shihua Huang Cheng He Changxiao Qiu Fan Yang Ping Luo OOD 14 40 0 14 Sep 2020
Adversarially Robust Neural Architectures Minjing Dong Yanxi Li Yunhe Wang Chang Xu AAML OOD 47 48 0 02 Sep 2020
A Novel Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms Yizhou Sun Xian Sun Yuhan Fang Gary G. Yen 26 41 0 30 Aug 2020
Can weight sharing outperform random architecture search? An investigation with TuNAS Gabriel Bender Hanxiao Liu Bo Chen Grace Chu Shuyang Cheng Pieter-Jan Kindermans Quoc V. Le OOD 18 121 0 13 Aug 2020
Fully Dynamic Inference with Deep Neural Networks Wenhan Xia Hongxu Yin Xiaoliang Dai N. Jha 3DH BDL 34 39 0 29 Jul 2020
CurveLane-NAS: Unifying Lane-Sensitive Architecture Search and Adaptive Point Blending Hang Xu Shaoju Wang Xinyue Cai Wei Zhang Xiaodan Liang Zhenguo Li 17 182 0 23 Jul 2020
AttentionNAS: Spatiotemporal Attention Cell Search for Video Classification Xiaofang Wang Xuehan Xiong Maxim Neumann A. Piergiovanni Michael S. Ryoo A. Angelova Kris Kitani Wei Hua 24 51 0 23 Jul 2020
OnlineAugment: Online Data Augmentation with Less Domain Knowledge Zhiqiang Tang Yunhe Gao Leonid Karlinsky P. Sattigeri Rogerio Feris Dimitris N. Metaxas 19 56 0 17 Jul 2020
Neural Architecture Search For LF-MMI Trained Time Delay Neural Networks Shoukang Hu Xurong Xie Shansong Liu Mingyu Cui Mengzhe Geng Xunying Liu Helen Meng 21 8 0 17 Jul 2020
BRP-NAS: Prediction-based NAS using GCNs Łukasz Dudziak Thomas C. P. Chau Mohamed S. Abdelfattah Royson Lee Hyeji Kim Nicholas D. Lane GNN 17 201 0 16 Jul 2020
Efficient Hyperparameter Optimization in Deep Learning Using a Variable Length Genetic Algorithm Xueli Xiao Ming Yan S. Basodi Chunyan Ji Yi Pan 27 90 0 23 Jun 2020
Cyclic Differentiable Architecture Search Hongyuan Yu Houwen Peng Yan Huang Jianlong Fu Hao Du Liang Wang Haibin Ling 3DPC 25 48 0 18 Jun 2020
Optimal Transport Kernels for Sequential and Parallel Neural Architecture Search Vu-Linh Nguyen Tam Le M. Yamada Michael A. Osborne AI4TS 26 37 0 13 Jun 2020
Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? Shen Yan Yu Zheng Wei Ao Xiao Zeng Mi Zhang SSL AI4CE 37 100 0 12 Jun 2020
Few-shot Neural Architecture Search Yiyang Zhao Linnan Wang Yuandong Tian Rodrigo Fonseca Tian Guo 30 90 0 11 Jun 2020
Neuroevolution in Deep Neural Networks: Current Trends and Future Challenges E. Galván P. Mooney 34 129 0 09 Jun 2020
A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Xiaojiang Chen Xin Wang AI4CE 79 655 0 01 Jun 2020
Gradient Monitored Reinforcement Learning Mohammed Sharafath Abdul Hameed Gavneet Singh Chadha Andreas Schwung S. Ding 33 10 0 25 May 2020
Powering One-shot Topological NAS with Stabilized Share-parameter Proxy Ronghao Guo Chen Lin Chuming Li Keyu Tian Ming Sun Lu Sheng Junjie Yan BDL 34 17 0 21 May 2020
Dynamic Sparse Training: Find Efficient Sparse Network From Scratch With Trainable Masked Layers Junjie Liu Zhe Xu Runbin Shi R. Cheung Hayden Kwok-Hay So 17 119 0 14 May 2020
A Semi-Supervised Assessor of Neural Architectures Yehui Tang Yunhe Wang Yixing Xu Hanting Chen Chunjing Xu Boxin Shi Chao Xu Qi Tian Chang Xu 26 67 0 14 May 2020
Comparison and Benchmarking of AI Models and Frameworks on Mobile Devices Chunjie Luo Xiwen He Jianfeng Zhan Lei Wang Wanling Gao Jiahui Dai ELM 27 58 0 07 May 2020
Predicting atmospheric optical properties for radiative transfer computations using neural networks M. Veerman R. Pincus Robin Stoffer C. V. van Leeuwen Damian Podareanu C. V. van Heerwaarden 8 34 0 05 May 2020
A Comprehensive Overview and Survey of Recent Advances in Meta-Learning Huimin Peng VLM OffRL 28 35 0 17 Apr 2020
Evolving Normalization-Activation Layers Hanxiao Liu Andrew Brock Karen Simonyan Quoc V. Le 25 79 0 06 Apr 2020
Real-Time Semantic Segmentation via Auto Depth, Downsampling Joint Decision and Feature Aggregation Peng Sun Jiaxiang Wu Songyuan Li Peiwen Lin Junzhou Huang Xi Li SSeg 24 13 0 31 Mar 2020
Disturbance-immune Weight Sharing for Neural Architecture Search Shuaicheng Niu Jiaxiang Wu Yifan Zhang Yong Guo P. Zhao Junzhou Huang Mingkui Tan 20 27 0 29 Mar 2020
DCNAS: Densely Connected Neural Architecture Search for Semantic Image Segmentation Xiong Zhang Hongmin Xu Hong Mo Jianchao Tan Cheng Yang Lei Wang Wenqi Ren AI4CE 32 91 0 26 Mar 2020
Hit-Detector: Hierarchical Trinity Architecture Search for Object Detection Jianyuan Guo Kai Han Yunhe Wang Chao Zhang Zhaohui Yang Hanxue Wu Xinghao Chen Chang Xu 27 99 0 26 Mar 2020
BS-NAS: Broadening-and-Shrinking One-Shot NAS with Searchable Numbers of Channels Zan Shen Jiang Qian Bojin Zhuang Shaojun Wang Jing Xiao 28 5 0 22 Mar 2020
SASL: Saliency-Adaptive Sparsity Learning for Neural Network Acceleration Jun Shi Jianfeng Xu K. Tasaka Zhibo Chen 6 25 0 12 Mar 2020
AutoML-Zero: Evolving Machine Learning Algorithms From Scratch Esteban Real Chen Liang David R. So Quoc V. Le 44 220 0 06 Mar 2020
BATS: Binary ArchitecTure Search Adrian Bulat Brais Martínez Georgios Tzimiropoulos MQ 25 67 0 03 Mar 2020