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Multi-Task Learning as Multi-Objective Optimization

10 October 2018

Papers citing "Multi-Task Learning as Multi-Objective Optimization"

50 / 308 papers shown

Title
Federated Learning Meets Multi-objective Optimization Zeou Hu Kiarash Shaloudegi Guojun Zhang Yaoliang Yu FedML 87 98 0 20 Jun 2020
Maximum Roaming Multi-Task Learning Lucas Pascal Pietro Michiardi Xavier Bost B. Huet Maria A. Zuluaga 206 31 0 17 Jun 2020
SAMBA: Safe Model-Based & Active Reinforcement Learning Alexander I. Cowen-Rivers Daniel Palenicek Vincent Moens Mohammed Abdullah Aivar Sootla Jun Wang Haitham Bou-Ammar 75 45 0 12 Jun 2020
H3DNet: 3D Object Detection Using Hybrid Geometric Primitives Zaiwei Zhang Bo Sun Haitao Yang Qi-Xing Huang 3DPC 112 200 0 10 Jun 2020
Learning to Branch for Multi-Task Learning Pengsheng Guo Chen-Yu Lee Daniel Ulbricht 100 179 0 02 Jun 2020
Multitask Learning with Single Gradient Step Update for Task Balancing Sungjae Lee Youngdoo Son 87 22 0 20 May 2020
Blind Backdoors in Deep Learning Models Eugene Bagdasaryan Vitaly Shmatikov AAML FedML SILM 160 310 0 08 May 2020
Sources of Transfer in Multilingual Named Entity Recognition David Mueller Nicholas Andrews Mark Dredze 55 21 0 02 May 2020
PAMTRI: Pose-Aware Multi-Task Learning for Vehicle Re-Identification Using Highly Randomized Synthetic Data Zheng Tang M. Naphade Stan Birchfield Jonathan Tremblay William Hodge Ratnesh Kumar Shuo Wang Xiaodong Yang 81 140 0 02 May 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 71 73 0 28 Apr 2020
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Yifu Zhang Chunyu Wang Xinggang Wang Wenjun Zeng Wenyu Liu VOT 174 1,363 0 04 Apr 2020
Multi-Task Reinforcement Learning with Soft Modularization Ruihan Yang Huazhe Xu Yi Wu Xiaolong Wang 69 185 0 30 Mar 2020
Multi-Objective Matrix Normalization for Fine-grained Visual Recognition Shaobo Min Hantao Yao Hongtao Xie Zhengjun Zha Yongdong Zhang 89 70 0 30 Mar 2020
MotionNet: Joint Perception and Motion Prediction for Autonomous Driving Based on Bird's Eye View Maps Pengxiang Wu Siheng Chen Dimitris N. Metaxas 3DPC 85 160 0 15 Mar 2020
MoTiAC: Multi-Objective Actor-Critics for Real-Time Bidding Haolin Zhou Chaoqi Yang Xiaofeng Gao Qiong Chen Gongshen Liu Guihai Chen 64 6 0 18 Feb 2020
Bit Allocation for Multi-Task Collaborative Intelligence Saeed Ranjbar Alvar Ivan V. Bajić 55 29 0 14 Feb 2020
Multi-Task Learning by a Top-Down Control Network Hila Levi S. Ullman 29 7 0 09 Feb 2020
MTI-Net: Multi-Scale Task Interaction Networks for Multi-Task Learning Simon Vandenhende Stamatios Georgoulis Luc Van Gool 124 225 0 19 Jan 2020
Gradient Surgery for Multi-Task Learning Tianhe Yu Saurabh Kumar Abhishek Gupta Sergey Levine Karol Hausman Chelsea Finn 197 1,235 0 19 Jan 2020
Dynamic Task Weighting Methods for Multi-task Networks in Autonomous Driving Systems Isabelle Leang Ganesh Sistu Fabian Burger Andrei Bursuc S. Yogamani 87 53 0 07 Jan 2020
Pareto Multi-Task Learning Xi Lin Hui-Ling Zhen Zhenhua Li Qingfu Zhang Sam Kwong 98 352 0 30 Dec 2019
Image Enhanced Rotation Prediction for Self-Supervised Learning Shin'ya Yamaguchi Sekitoshi Kanai Tetsuya Shioda Shoichiro Takeda 49 12 0 25 Dec 2019
Regularizing Deep Multi-Task Networks using Orthogonal Gradients Mihai Suteu Yike Guo 78 59 0 14 Dec 2019
Multi-Gradient Descent for Multi-Objective Recommender Systems Nikola Milojković Diego Antognini Giancarlo Bergamin Boi Faltings C. Musat 82 47 0 09 Dec 2019
Learning to synthesise the ageing brain without longitudinal data Tian Xia A. Chartsias Chengjia Wang Sotirios A. Tsaftaris OOD MedIm 91 54 0 04 Dec 2019
Unlocking the Full Potential of Small Data with Diverse Supervision Ziqi Pang Zhiyuan Hu P. Tokmakov Yu-Xiong Wang M. Hebert 25 0 0 29 Nov 2019
Product Knowledge Graph Embedding for E-commerce Da Xu Chuanwei Ruan Evren Körpeoglu Sushant Kumar Kannan Achan 71 106 0 28 Nov 2019
Generalization in multitask deep neural classifiers: a statistical physics approach Tyler Lee A. Ndirango AI4CE 142 20 0 30 Oct 2019
When Does Self-supervision Improve Few-shot Learning? Jong-Chyi Su Subhransu Maji B. Hariharan 98 171 0 08 Oct 2019
Symbiotic Graph Neural Networks for 3D Skeleton-based Human Action Recognition and Motion Prediction Maosen Li Siheng Chen Xu Chen Ya Zhang Yanfeng Wang D. Ebert 3DH 77 193 0 05 Oct 2019
Towards Real-Time Multi-Object Tracking Zhongdao Wang Liang Zheng Yixuan Liu Yali Li Shengjin Wang VOT 326 886 0 27 Sep 2019
Relationship Explainable Multi-objective Reinforcement Learning with Semantic Explainability Generation Huixin Zhan Yongcan Cao 61 2 0 26 Sep 2019
Improved Schemes for Episodic Memory-based Lifelong Learning Yunhui Guo Mingrui Liu Tianbao Yang Tajana Simunic CLL 48 9 0 25 Sep 2019
A generic framework for task selection driven by synthetic emotions C. Gros 32 1 0 25 Sep 2019
Graph-Partitioning-Based Diffusion Convolutional Recurrent Neural Network for Large-Scale Traffic Forecasting Tanwi Mallick Prasanna Balaprakash E. Rask Jane Macfarlane DiffM AI4TS GNN 51 79 0 24 Sep 2019
Multitask Learning to Improve Egocentric Action Recognition G. Kapidis R. Poppe E. V. Dam L. Noldus R. Veltkamp EgoV 79 37 0 15 Sep 2019
Adaptive Scheduling for Multi-Task Learning Sébastien Jean Orhan Firat Melvin Johnson 76 43 0 13 Sep 2019
Reinforcement Learning for Joint Optimization of Multiple Rewards Mridul Agarwal Vaneet Aggarwal 84 16 0 06 Sep 2019
Auxiliary Learning for Deep Multi-task Learning Yifan Liu Bohan Zhuang Chunhua Shen Hao Chen Wei Yin MoE 54 10 0 05 Sep 2019
Class-balanced Grouping and Sampling for Point Cloud 3D Object Detection Benjin Zhu Zhengkai Jiang Xiangxin Zhou Zeming Li Gang Yu 3DPC 213 498 0 26 Aug 2019
Deep Learning for CSI Feedback Based on Superimposed Coding Chaojin Qing Bin Cai Qingyao Yang Jiafan Wang Chuan Huang 43 43 0 27 Jul 2019
MultiDepth: Single-Image Depth Estimation via Multi-Task Regression and Classification Lukas Liebel Marco Körner 3DH 98 26 0 25 Jul 2019
Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot Cross-dataset Transfer René Ranftl Katrin Lasinger David Hafner Konrad Schindler V. Koltun MDE 263 1,808 0 02 Jul 2019
Boosting Supervision with Self-Supervision for Few-shot Learning Jong-Chyi Su Subhransu Maji B. Hariharan SSL AI4MH 63 19 0 17 Jun 2019
A new approach to forecast service parts demand by integrating user preferences into multi-objective optimization Wenli Ouyang AI4TS 33 0 0 17 Jun 2019
Which Tasks Should Be Learned Together in Multi-task Learning? Trevor Scott Standley Amir Zamir Dawn Chen Leonidas Guibas Jitendra Malik Silvio Savarese 145 519 0 18 May 2019
Attentive Single-Tasking of Multiple Tasks Kevis-Kokitsi Maninis Ilija Radosavovic Iasonas Kokkinos 202 251 0 18 Apr 2019
MultiNet++: Multi-Stream Feature Aggregation and Geometric Loss Strategy for Multi-Task Learning Sumanth Chennupati Ganesh Sistu S. Yogamani S. Rawashdeh 79 94 0 15 Apr 2019
Context-Aware Embeddings for Automatic Art Analysis Noa Garcia B. Renoust Yuta Nakashima 42 52 0 10 Apr 2019
Branched Multi-Task Networks: Deciding What Layers To Share Simon Vandenhende Stamatios Georgoulis Bert De Brabandere Luc Van Gool 124 145 0 05 Apr 2019