DPP-Net: Device-aware Progressive Search for Pareto-optimal Neural Architectures

21 June 2018

Papers citing "DPP-Net: Device-aware Progressive Search for Pareto-optimal Neural Architectures"

39 / 39 papers shown

Title
Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML M. Deutel G. Kontes Christopher Mutschler Jürgen Teich 55 0 0 23 May 2023
Full Stack Optimization of Transformer Inference: a Survey Sehoon Kim Coleman Hooper Thanakul Wattanawong Minwoo Kang Ruohan Yan ... Qijing Huang Kurt Keutzer Michael W. Mahoney Y. Shao A. Gholami MQ 36 102 0 27 Feb 2023
Rewarded meta-pruning: Meta Learning with Rewards for Channel Pruning Athul Shibu Abhishek Kumar Heechul Jung Dong-Gyu Lee 17 1 0 26 Jan 2023
Efficiently Controlling Multiple Risks with Pareto Testing Bracha Laufer-Goldshtein Adam Fisch Regina Barzilay Tommi Jaakkola 36 16 0 14 Oct 2022
Pareto-aware Neural Architecture Generation for Diverse Computational Budgets Yong Guo Yaofo Chen Yin Zheng Qi Chen P. Zhao Jian Chen Junzhou Huang Mingkui Tan 30 5 0 14 Oct 2022
Tiered Pruning for Efficient Differentialble Inference-Aware Neural Architecture Search Slawomir Kierat Mateusz Sieniawski Denys Fridman Chendi Yu Szymon Migacz Pawel M. Morkisz A. Fit-Florea 3DPC 24 0 0 23 Sep 2022
Design Automation for Fast, Lightweight, and Effective Deep Learning Models: A Survey Dalin Zhang Kaixuan Chen Yan Zhao B. Yang Li-Ping Yao Christian S. Jensen 48 3 0 22 Aug 2022
Tackling Neural Architecture Search With Quality Diversity Optimization Lennart Schneider Florian Pfisterer P. Kent Juergen Branke B. Bischl Janek Thomas AI4CE 37 3 0 30 Jul 2022
A Survey on Computationally Efficient Neural Architecture Search Shiqing Liu Haoyu Zhang Yaochu Jin 38 41 0 03 Jun 2022
Fast Neural Architecture Search for Lightweight Dense Prediction Networks Lam Huynh Esa Rahtu Juan E. Sala Matas J. Heikkilä 20 2 0 03 Mar 2022
TND-NAS: Towards Non-differentiable Objectives in Progressive Differentiable NAS Framework Bo Lyu S. Wen 15 2 0 06 Nov 2021
HALP: Hardware-Aware Latency Pruning Maying Shen Hongxu Yin Pavlo Molchanov Lei Mao Jianna Liu J. Álvarez VLM 46 13 0 20 Oct 2021
BNAS v2: Learning Architectures for Binary Networks with Empirical Improvements Dahyun Kim Kunal Pratap Singh Jonghyun Choi MQ 46 7 0 16 Oct 2021
Joint Channel and Weight Pruning for Model Acceleration on Moblie Devices Tianli Zhao Xi Sheryl Zhang Wentao Zhu Jiaxing Wang Sen Yang Ji Liu Jian Cheng 56 2 0 15 Oct 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
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
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
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges Yoshitomo Matsubara Marco Levorato Francesco Restuccia 33 199 0 08 Mar 2021
Scaling Wide Residual Networks for Panoptic Segmentation Liang-Chieh Chen Huiyu Wang Siyuan Qiao SSeg 27 47 0 23 Nov 2020
Third ArchEdge Workshop: Exploring the Design Space of Efficient Deep Neural Networks Fuxun Yu Dimitrios Stamoulis Di Wang Dimitrios Lymberopoulos Xiang Chen 3DV 22 1 0 22 Nov 2020
Joslim: Joint Widths and Weights Optimization for Slimmable Neural Networks Ting-Wu Chin Ari S. Morcos Diana Marculescu 26 10 0 23 Jul 2020
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search Zhichao Lu Kalyanmoy Deb E. Goodman W. Banzhaf Vishnu Boddeti 26 144 0 20 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
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
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
An Introduction to Neural Architecture Search for Convolutional Networks George Kyriakides K. Margaritis AI4CE 30 27 0 22 May 2020
Learning Architectures for Binary Networks Dahyun Kim Kunal Pratap Singh Jonghyun Choi MQ 25 44 0 17 Feb 2020
CARS: Continuous Evolution for Efficient Neural Architecture Search Zhaohui Yang Yunhe Wang Xinghao Chen Boxin Shi Chao Xu Chunjing Xu Qi Tian Chang Xu 15 223 0 11 Sep 2019
Densely Connected Search Space for More Flexible Neural Architecture Search Jiemin Fang Yuzhu Sun Qian Zhang Yuan Li Wenyu Liu Xinggang Wang 21 122 0 23 Jun 2019
Towards Efficient Model Compression via Learned Global Ranking Ting-Wu Chin Ruizhou Ding Cha Zhang Diana Marculescu 16 170 0 28 Apr 2019
Partial Order Pruning: for Best Speed/Accuracy Trade-off in Neural Architecture Search Xuzhao Li Yiming Zhou Zheng Pan Jiashi Feng 3DV 27 158 0 09 Mar 2019
Multi-Objective Reinforced Evolution in Mobile Neural Architecture Search Xiangxiang Chu Bo Zhang Ruijun Xu Hailong Ma 31 98 0 04 Jan 2019
TEA-DNN: the Quest for Time-Energy-Accuracy Co-optimized Deep Neural Networks Lile Cai Anne-Maelle Barneche Arthur Herbout Chuan-Sheng Foo Jie Lin V. Chandrasekhar M. Sabry 24 16 0 29 Nov 2018
InstaNAS: Instance-aware Neural Architecture Search A. Cheng Chieh Hubert Lin Da-Cheng Juan Wei Wei Min Sun 30 46 0 26 Nov 2018
Graph HyperNetworks for Neural Architecture Search Chris Zhang Mengye Ren R. Urtasun GNN 19 273 0 12 Oct 2018
Hardware-Aware Machine Learning: Modeling and Optimization Diana Marculescu Dimitrios Stamoulis E. Cai 19 45 0 14 Sep 2018
Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution T. Elsken J. H. Metzen Frank Hutter 131 499 0 24 Apr 2018
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 271 5,330 0 05 Nov 2016