Designing Neural Network Architectures using Reinforcement Learning

7 November 2016

Papers citing "Designing Neural Network Architectures using Reinforcement Learning"

50 / 238 papers shown

Title
CATE: Computation-aware Neural Architecture Encoding with Transformers Shen Yan Kaiqiang Song Z. Feng Mi Zhang 22 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 34 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 16 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 24 2 0 11 Jan 2021
AutoCaption: Image Captioning with Neural Architecture Search Xinxin Zhu Weining Wang Longteng Guo Jing Liu 29 9 0 16 Dec 2020
Auto-MVCNN: Neural Architecture Search for Multi-view 3D Shape Recognition Zhaoqun Li Hongren Wang Jinxing Li 3DPC 3DV 11 8 0 10 Dec 2020
Inter-layer Transition in Neural Architecture Search Benteng Ma Jing Zhang Yong-quan Xia Dacheng Tao 34 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 30 16 0 17 Nov 2020
Phoebe: Reuse-Aware Online Caching with Reinforcement Learning for Emerging Storage Models Nan Wu Pengcheng Li 19 7 0 13 Nov 2020
Automated Concatenation of Embeddings for Structured Prediction Xinyu Wang Yong-jia Jiang Nguyen Bach Tao Wang Zhongqiang Huang Fei Huang Kewei Tu 35 172 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 11 40 0 14 Sep 2020
Adversarially Robust Neural Architectures Minjing Dong Yanxi Li Yunhe Wang Chang Xu AAML OOD 42 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 11 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
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
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 19 8 0 17 Jul 2020
BRP-NAS: Prediction-based NAS using GCNs L. Dudziak Thomas C. P. Chau Mohamed S. Abdelfattah Royson Lee Hyeji Kim Nicholas D. Lane GNN 17 200 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 24 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 32 99 0 12 Jun 2020
Few-shot Neural Architecture Search Yiyang Zhao Linnan Wang Yuandong Tian Rodrigo Fonseca Tian Guo 23 90 0 11 Jun 2020
Neuroevolution in Deep Neural Networks: Current Trends and Future Challenges E. Galván P. Mooney 29 129 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 74 654 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 31 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 16 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 6 34 0 05 May 2020
A Comprehensive Overview and Survey of Recent Advances in Meta-Learning Huimin Peng VLM OffRL 22 35 0 17 Apr 2020
Evolving Normalization-Activation Layers Hanxiao Liu Andrew Brock Karen Simonyan Quoc V. Le 19 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 19 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 15 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 27 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 22 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 39 220 0 06 Mar 2020
BATS: Binary ArchitecTure Search Adrian Bulat Brais Martínez Georgios Tzimiropoulos MQ 25 67 0 03 Mar 2020
NAS-Count: Counting-by-Density with Neural Architecture Search Yutao Hu Xiaolong Jiang Xuhui Liu Baochang Zhang Jungong Han Xianbin Cao David Doermann 38 89 0 29 Feb 2020
Evolutionary Optimization of Deep Learning Activation Functions G. Bingham William Macke Risto Miikkulainen ODL 19 50 0 17 Feb 2020
Evolutionary Neural Architecture Search for Retinal Vessel Segmentation Zhun Fan Jiahong Wei Guijie Zhu Jiajie Mo Wenji Li 24 8 0 18 Jan 2020
Latency-Aware Differentiable Neural Architecture Search Yuhui Xu Lingxi Xie Xiaopeng Zhang Xin Chen Bowen Shi Qi Tian H. Xiong OOD 35 33 0 17 Jan 2020
Neural Architecture Search for Deep Image Prior Kary Ho Andrew Gilbert Hailin Jin John Collomosse 22 36 0 14 Jan 2020
Deeper Insights into Weight Sharing in Neural Architecture Search Yuge Zhang Zejun Lin Junyan Jiang Quanlu Zhang Yujing Wang Hui Xue Chen Zhang Yaming Yang 35 48 0 06 Jan 2020
Lightweight Residual Densely Connected Convolutional Neural Network Fahimeh Fooladgar S. Kasaei 19 13 0 02 Jan 2020
Progressive DARTS: Bridging the Optimization Gap for NAS in the Wild Xin Chen Lingxi Xie Jun Wu Qi Tian 11 94 0 23 Dec 2019