Improved Techniques for Training Adaptive Deep Networks

17 August 2019

Xiaojuan Qi

Gao Huang

Papers citing "Improved Techniques for Training Adaptive Deep Networks"

28 / 28 papers shown

Title
On the Impact of White-box Deployment Strategies for Edge AI on Latency and Model Performance Jaskirat Singh Bram Adams Ahmed E. Hassan VLM 36 0 0 01 Nov 2024
Learning Motion Blur Robust Vision Transformers with Dynamic Early Exit for Real-Time UAV Tracking You Wu Xucheng Wang Dan Zeng Hengzhou Ye Xiaolan Xie Qijun Zhao Shuiwang Li 35 3 0 07 Jul 2024
On the Impact of Black-box Deployment Strategies for Edge AI on Latency and Model Performance Jaskirat Singh Emad Fallahzadeh Bram Adams Ahmed E. Hassan MQ 32 3 0 25 Mar 2024
Adaptive Depth Networks with Skippable Sub-Paths Woochul Kang 28 1 0 27 Dec 2023
Dynamic nsNet2: Efficient Deep Noise Suppression with Early Exiting Riccardo Miccini Alaa Zniber Clément Laroche Tobias Piechowiak Martin Schoeberl Luca Pezzarossa Ouassim Karrakchou J. Sparsø Mounir Ghogho 25 1 0 31 Aug 2023
TIPS: Topologically Important Path Sampling for Anytime Neural Networks Guihong Li Kartikeya Bhardwaj Yuedong Yang R. Marculescu AAML 28 0 0 13 May 2023
DynamicDet: A Unified Dynamic Architecture for Object Detection Zhi-Hao Lin Yongtao Wang Jinhe Zhang Xiaojie Chu ObjD 23 30 0 12 Apr 2023
Fixing Overconfidence in Dynamic Neural Networks Lassi Meronen Martin Trapp Andrea Pilzer Le Yang Arno Solin BDL 28 16 0 13 Feb 2023
Adaptive Deep Neural Network Inference Optimization with EENet Fatih Ilhan Ka-Ho Chow Sihao Hu Tiansheng Huang Selim Tekin ... Myungjin Lee Ramana Rao Kompella Hugo Latapie Gan Liu Ling Liu 26 11 0 15 Jan 2023
Pruning On-the-Fly: A Recoverable Pruning Method without Fine-tuning Danyang Liu Xue Liu 20 0 0 24 Dec 2022
SplitGP: Achieving Both Generalization and Personalization in Federated Learning Dong-Jun Han Do-Yeon Kim Minseok Choi Christopher G. Brinton Jaekyun Moon FedML 18 31 0 16 Dec 2022
Boosted Dynamic Neural Networks Haichao Yu Haoxiang Li G. Hua Gao Huang Humphrey Shi 30 7 0 30 Nov 2022
COST-EFF: Collaborative Optimization of Spatial and Temporal Efficiency with Slenderized Multi-exit Language Models Bowen Shen Zheng Lin Yuanxin Liu Zhengxiao Liu Lei Wang Weiping Wang VLM 33 4 0 27 Oct 2022
A Closer Look at Branch Classifiers of Multi-exit Architectures Shaohui Lin Bo Ji Rongrong Ji Angela Yao 12 4 0 28 Apr 2022
Automated Progressive Learning for Efficient Training of Vision Transformers Changlin Li Bohan Zhuang Guangrun Wang Xiaodan Liang Xiaojun Chang Yi Yang 20 46 0 28 Mar 2022
Glance and Focus Networks for Dynamic Visual Recognition Gao Huang Yulin Wang Kangchen Lv Haojun Jiang Wenhui Huang Pengfei Qi S. Song 3DH 71 49 0 09 Jan 2022
Towards Efficient NLP: A Standard Evaluation and A Strong Baseline Xiangyang Liu Tianxiang Sun Junliang He Jiawen Wu Lingling Wu Xinyu Zhang Hao Jiang Zhao Cao Xuanjing Huang Xipeng Qiu ELM 21 46 0 13 Oct 2021
Complexity-aware Adaptive Training and Inference for Edge-Cloud Distributed AI Systems Yinghan Long I. Chakraborty G. Srinivasan Kaushik Roy 19 14 0 14 Sep 2021
Single-Layer Vision Transformers for More Accurate Early Exits with Less Overhead Arian Bakhtiarnia Qi Zhang Alexandros Iosifidis 25 35 0 19 May 2021
MOOD: Multi-level Out-of-distribution Detection Ziqian Lin Sreya . Dutta Roy Yixuan Li OODD 23 114 0 30 Apr 2021
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges Yoshitomo Matsubara Marco Levorato Francesco Restuccia 22 199 0 08 Mar 2021
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 124 673 0 24 Jan 2021
Stochastic Precision Ensemble: Self-Knowledge Distillation for Quantized Deep Neural Networks Yoonho Boo Sungho Shin Jungwook Choi Wonyong Sung MQ 16 29 0 30 Sep 2020
SPINN: Synergistic Progressive Inference of Neural Networks over Device and Cloud Stefanos Laskaridis Stylianos I. Venieris Mario Almeida Ilias Leontiadis Nicholas D. Lane 28 265 0 14 Aug 2020
HAPI: Hardware-Aware Progressive Inference Stefanos Laskaridis Stylianos I. Venieris Hyeji Kim Nicholas D. Lane 9 45 0 10 Aug 2020
Resolution Adaptive Networks for Efficient Inference Le Yang Yizeng Han Xi Chen Shiji Song Jifeng Dai Gao Huang 16 215 0 16 Mar 2020
S2DNAS:Transforming Static CNN Model for Dynamic Inference via Neural Architecture Search Zhihang Yuan Bingzhe Wu Zheng Liang Shiwan Zhao Weichen Bi Guangyu Sun 25 30 0 16 Nov 2019
Knowledge Distillation by On-the-Fly Native Ensemble Xu Lan Xiatian Zhu S. Gong 192 473 0 12 Jun 2018