An Overview of Multi-Task Learning in Deep Neural Networks

15 June 2017

Papers citing "An Overview of Multi-Task Learning in Deep Neural Networks"

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Title
Technical Report: Auxiliary Tuning and its Application to Conditional Text Generation Yoel Zeldes Dan Padnos Or Sharir Barak Peleg 23 19 0 30 Jun 2020
Vehicle Attribute Recognition by Appearance: Computer Vision Methods for Vehicle Type, Make and Model Classification Xingyang Ni H. Huttunen CVBM 19 20 0 29 Jun 2020
Auxiliary Learning by Implicit Differentiation Aviv Navon Idan Achituve Haggai Maron Gal Chechik Ethan Fetaya 25 59 0 22 Jun 2020
Task-Agnostic Online Reinforcement Learning with an Infinite Mixture of Gaussian Processes Mengdi Xu Wenhao Ding Jiacheng Zhu Zuxin Liu Baiming Chen Ding Zhao CLL OffRL 26 34 0 19 Jun 2020
Interaction Networks: Using a Reinforcement Learner to train other Machine Learning algorithms Florian Dietz 15 1 0 15 Jun 2020
Towards Robust Pattern Recognition: A Review Xu-Yao Zhang Cheng-Lin Liu C. Suen OOD HAI 19 102 0 12 Jun 2020
Incorporating User Micro-behaviors and Item Knowledge into Multi-task Learning for Session-based Recommendation Wenjing Meng Deqing Yang Yanghua Xiao 13 107 0 12 Jun 2020
H3DNet: 3D Object Detection Using Hybrid Geometric Primitives Zaiwei Zhang Bo Sun Haitao Yang Qi-Xing Huang 3DPC 11 194 0 10 Jun 2020
Simultaneous Perturbation Stochastic Approximation for Few-Shot Learning Andrei Boiarov O. Granichin O. Granichina 45 6 0 09 Jun 2020
Learning to Branch for Multi-Task Learning Pengsheng Guo Chen-Yu Lee Daniel Ulbricht 18 174 0 02 Jun 2020
Poly-YOLO: higher speed, more precise detection and instance segmentation for YOLOv3 P. Hurtík Vojtech Molek Jan Hula M. Vajgl Pavel Vlasánek T. Nejezchleba SSeg ObjD 29 145 0 27 May 2020
Blind Backdoors in Deep Learning Models Eugene Bagdasaryan Vitaly Shmatikov AAML FedML SILM 46 298 0 08 May 2020
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text Mining Yifan Peng Qingyu Chen Zhiyong Lu 8 112 0 06 May 2020
Understanding and Improving Information Transfer in Multi-Task Learning Sen Wu Hongyang R. Zhang Christopher Ré 18 154 0 02 May 2020
AdapterFusion: Non-Destructive Task Composition for Transfer Learning Jonas Pfeiffer Aishwarya Kamath Andreas Rucklé Kyunghyun Cho Iryna Gurevych CLL MoMe 21 816 0 01 May 2020
Elastic weight consolidation for better bias inoculation James Thorne Andreas Vlachos 22 11 0 29 Apr 2020
Emerging Relation Network and Task Embedding for Multi-Task Regression Problems Jens Schreiber Bernhard Sick AI4TS 12 12 0 29 Apr 2020
Multi-Task Learning for Dense Prediction Tasks: A Survey Simon Vandenhende Stamatios Georgoulis Wouter Van Gansbeke Marc Proesmans Dengxin Dai Luc Van Gool CVBM 24 72 0 28 Apr 2020
A Perspective on Deep Learning for Molecular Modeling and Simulations Jun Zhang Yao-Kun Lei Zhen Zhang Junhan Chang Maodong Li Xu Han Lijiang Yang Yi Yang Y. Gao AI4CE 34 8 0 25 Apr 2020
Never Stop Learning: The Effectiveness of Fine-Tuning in Robotic Reinforcement Learning Ryan Julian Benjamin Swanson Gaurav Sukhatme Sergey Levine Chelsea Finn Karol Hausman OnRL CLL 25 43 0 21 Apr 2020
A Cross-Stitch Architecture for Joint Registration and Segmentation in Adaptive Radiotherapy Laurens Beljaards M. Elmahdy F. Verbeek Marius Staring 3DV 36 15 0 17 Apr 2020
Extending Unsupervised Neural Image Compression With Supervised Multitask Learning David Tellez D. Höppener Cornelis Verhoef D. Grünhagen Pieter M H Nierop M. Drozdzal Jeroen van der Laak F. Ciompi MedIm 28 31 0 15 Apr 2020
End-to-end Learning Improves Static Object Geo-localization in Monocular Video Mohamed Chaabane L. Gueguen A. Trabelsi J. Beveridge Stephen O'Hara 19 5 0 10 Apr 2020
Multi-Task Learning via Co-Attentive Sharing for Pedestrian Attribute Recognition Haitian Zeng H. Ai Zijie Zhuang Long Chen 17 33 0 07 Apr 2020
MTL-NAS: Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task Learning Yuan Gao Haoping Bai Zequn Jie Jiayi Ma Kui Jia Wei Liu 14 94 0 31 Mar 2020
Multi-task Learning with Coarse Priors for Robust Part-aware Person Re-identification Changxing Ding Kan Wang Pengfei Wang Dacheng Tao 22 63 0 18 Mar 2020
$F$ , $B$ , Alpha Matting Marco Forte François Pitié 25 84 0 17 Mar 2020
Multi-Task Recurrent Neural Network for Surgical Gesture Recognition and Progress Prediction Beatrice van Amsterdam Matthew J. Clarkson Danail Stoyanov 40 39 0 10 Mar 2020
Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution Sankalp Garg Navodita Sharma Woojeong Jin Xiang Ren AI4TS 30 8 0 09 Mar 2020
Leveraging Code Generation to Improve Code Retrieval and Summarization via Dual Learning Wei Ye Rui Xie Jinglei Zhang Tianxiang Hu Xiaoyin Wang Shikun Zhang 23 74 0 24 Feb 2020
Learning Preference-Based Similarities from Face Images using Siamese Multi-Task CNNs N. Gessert Alexander Schlaefer CVBM 16 1 0 25 Jan 2020
Gradient Surgery for Multi-Task Learning Tianhe Yu Saurabh Kumar Abhishek Gupta Sergey Levine Karol Hausman Chelsea Finn 36 1,165 0 19 Jan 2020
Attention over Parameters for Dialogue Systems Andrea Madotto Zhaojiang Lin Chien-Sheng Wu Jamin Shin Pascale Fung 30 20 0 07 Jan 2020
Frosting Weights for Better Continual Training Xiaofeng Zhu Feng Liu Goce Trajcevski Dingding Wang FedML AI4CE CLL 28 5 0 07 Jan 2020
Stance Detection Benchmark: How Robust Is Your Stance Detection? Benjamin Schiller Johannes Daxenberger Iryna Gurevych 11 95 0 06 Jan 2020
Deep Learning-based Vehicle Behaviour Prediction For Autonomous Driving Applications: A Review Sajjad Mozaffari Omar Y. Al-Jarrah M. Dianati P. Jennings A. Mouzakitis 24 136 0 25 Dec 2019
A Neural Model for Text Localization, Transcription and Named Entity Recognition in Full Pages Manuel Carbonell Alicia Fornés M. Villegas Josep Lladós 24 47 0 20 Dec 2019
AdaFilter: Adaptive Filter Fine-tuning for Deep Transfer Learning Yunhui Guo Yandong Li Liqiang Wang Tajana Simunic 35 41 0 21 Nov 2019
Dense Fusion Classmate Network for Land Cover Classification Chao Tian Cong Li Jianping Shi 22 33 0 19 Nov 2019
A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role Labeling Qingrong Xia Zhenghua Li Min Zhang 28 17 0 12 Nov 2019
Generalizing Natural Language Analysis through Span-relation Representations Zhengbao Jiang Wenyuan Xu Jun Araki Graham Neubig 30 60 0 10 Nov 2019
Dynamic Multi-Task Learning for Face Recognition with Facial Expression Zuheng Ming J. Xia M. Luqman J. Burie Kai Zhao CVBM 19 25 0 08 Nov 2019
Privacy Enhanced Multimodal Neural Representations for Emotion Recognition Mimansa Jaiswal E. Provost 33 72 0 29 Oct 2019
Deep learning on edge: extracting field boundaries from satellite images with a convolutional neural network F. Waldner F. Diakogiannis 14 199 0 26 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 91 19,440 0 23 Oct 2019
Looking Ahead: Anticipating Pedestrians Crossing with Future Frames Prediction Mohamed Chaabane A. Trabelsi Nathaniel Blanchard Ross Beveridge 15 55 0 20 Oct 2019
Multi-modal Deep Analysis for Multimedia Wenwu Zhu Xin Wang Hongzhi Li 29 38 0 11 Oct 2019
Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints Felix Sattler K. Müller Wojciech Samek FedML 57 966 0 04 Oct 2019
Handwritten Amharic Character Recognition Using a Convolutional Neural Network Mesay Samuel Gondere Lars Schmidt-Thieme Abiot Sinamo Boltena H. Jomaa 16 13 0 23 Sep 2019
Pose Neural Fabrics Search Sen Yang Wankou Yang Zhen Cui 39 18 0 16 Sep 2019