A Survey on Multi-Task Learning

25 July 2017

Papers citing "A Survey on Multi-Task Learning"

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Title
Identification of Negative Transfers in Multitask Learning Using Surrogate Models Dongyue Li Huy Le Nguyen Hongyang R. Zhang 42 12 0 25 Mar 2023
A Multi-Task Deep Learning Approach for Sensor-based Human Activity Recognition and Segmentation Furong Duan Tao Zhu Jinqiang Wang L. Chen Huansheng Ning Yaping Wan SSeg 31 13 0 20 Mar 2023
Multi-Task Model Personalization for Federated Supervised SVM in Heterogeneous Networks Aleksei A. Ponomarenko-Timofeev O. Galinina Ravikumar Balakrishnan N. Himayat Sergey D. Andreev Y. Koucheryavy FedML 18 3 0 17 Mar 2023
Efficient Computation Sharing for Multi-Task Visual Scene Understanding Sara Shoouri Mingyu Yang Zichen Fan Hun-Seok Kim MoE 31 3 0 16 Mar 2023
HiNet: Novel Multi-Scenario & Multi-Task Learning with Hierarchical Information Extraction Jie Zhou Xia Cao Wenhao Li Lin Bo Kun Zhang Chuan Luo Qian Yu 29 24 0 10 Mar 2023
Provable Pathways: Learning Multiple Tasks over Multiple Paths Yingcong Li Samet Oymak MoE 29 4 0 08 Mar 2023
Multitask Prompt Tuning Enables Parameter-Efficient Transfer Learning Zhen Wang Yikang Shen Leonid Karlinsky Rogerio Feris Huan Sun Yoon Kim VLM VPVLM 46 108 0 06 Mar 2023
Multi-task neural networks by learned contextual inputs Anders T. Sandnes B. Grimstad O. Kolbjørnsen 14 1 0 01 Mar 2023
Scalable Attribution of Adversarial Attacks via Multi-Task Learning Zhongyi Guo Keji Han Yao Ge Wei Ji Yun Li AAML 27 2 0 25 Feb 2023
Bayes meets Bernstein at the Meta Level: an Analysis of Fast Rates in Meta-Learning with PAC-Bayes Charles Riou Pierre Alquier Badr-Eddine Chérief-Abdellatif 62 9 0 23 Feb 2023
A Survey of Trustworthy Federated Learning with Perspectives on Security, Robustness, and Privacy Yifei Zhang Dun Zeng Jinglong Luo Zenglin Xu Irwin King FedML 84 48 0 21 Feb 2023
Hate Speech and Offensive Language Detection using an Emotion-aware Shared Encoder Khouloud Mnassri P. Rajapaksha R. Farahbakhsh Noel Crespi 57 9 0 17 Feb 2023
A Comprehensive Review and a Taxonomy of Edge Machine Learning: Requirements, Paradigms, and Techniques Wenbin Li Hakim Hacid Ebtesam Almazrouei Merouane Debbah 34 13 0 16 Feb 2023
Cross-center Early Sepsis Recognition by Medical Knowledge Guided Collaborative Learning for Data-scarce Hospitals Ruiqing Ding Fang-Ning Rong Xiao Han Leye Wang 30 4 0 11 Feb 2023
Cross-Corpora Spoken Language Identification with Domain Diversification and Generalization Spandan Dey Md. Sahidullah G. Saha 21 11 0 10 Feb 2023
Knowledge Distillation-based Information Sharing for Online Process Monitoring in Decentralized Manufacturing System Zhangyue Shi Yuxuan Li Chenang Liu 29 8 0 08 Feb 2023
Two Losses Are Better Than One: Faster Optimization Using a Cheaper Proxy Blake E. Woodworth Konstantin Mishchenko Francis R. Bach 47 6 0 07 Feb 2023
Population-size-Aware Policy Optimization for Mean-Field Games Pengdeng Li Xinrun Wang Shuxin Li Hau Chan Bo An 26 2 0 07 Feb 2023
Multi-Task Recommendations with Reinforcement Learning Ziru Liu Jiejie Tian Qingpeng Cai Xiangyu Zhao Jingtong Gao ... Da Chen Tonghao He Dong Zheng Peng Jiang Kun Gai 44 42 0 07 Feb 2023
Multi-Task Self-Supervised Learning for Image Segmentation Task Li Gao Chinmaya Khamesra U. Kumbhar Ashay Aglawe SSL VLM 29 2 0 05 Feb 2023
QMP: Q-switch Mixture of Policies for Multi-Task Behavior Sharing Grace Zhang Ayush Jain Injune Hwang Shao-Hua Sun Joseph J. Lim 35 5 0 01 Feb 2023
Multi-task Highly Adaptive Lasso Ivana Malenica Rachael V. Phillips D. Lazzareschi Jeremy Coyle Romain Pirracchio Mark van der Laan 33 0 0 27 Jan 2023
Noncommutative $C^$ -algebra Net: Learning Neural Networks with Powerful Product Structure in $C^$ -algebra Ryuichiro Hataya Yuka Hashimoto 52 4 0 26 Jan 2023
A Domain-Agnostic Approach for Characterization of Lifelong Learning Systems Megan M. Baker Alexander New Mario Aguilar-Simon Ziad Al-Halah Sébastien M. R. Arnold ... Zifan Xu A. Yanguas-Gil Harel Yedidsion Shangqun Yu Gautam K. Vallabha 35 16 0 18 Jan 2023
Efficient Evaluation Methods for Neural Architecture Search: A Survey Xiangning Xie Xiaotian Song Zeqiong Lv Gary G. Yen Weiping Ding Yizhou Sun 41 12 0 14 Jan 2023
Eco-PiNN: A Physics-informed Neural Network for Eco-toll Estimation Yuante Li Mingzhou Yang Matthew J. Eagon Majid Farhadloo Yiqun Xie W. Northrop Shashi Shekhar University of Minnesota 36 5 0 13 Jan 2023
A Constrained-Optimization Approach to the Execution of Prioritized Stacks of Learned Multi-Robot Tasks Gennaro Notomista 33 2 0 13 Jan 2023
LSDM: Long-Short Diffeomorphic Motion for Weakly-Supervised Ultrasound Landmark Tracking Zhihua Liu B. Yang Yan Shen Xuejun Ni Huiyu Zhou MedIm 41 0 0 11 Jan 2023
SynMotor: A Benchmark Suite for Object Attribute Regression and Multi-task Learning Chengzhi Wu Linxi Qiu Kanran Zhou Julius Pfrommer Jürgen Beyerer 37 1 0 11 Jan 2023
Improving Continuous Sign Language Recognition with Consistency Constraints and Signer Removal Ronglai Zuo Brian Mak SLR 29 18 0 26 Dec 2022
On Realization of Intelligent Decision-Making in the Real World: A Foundation Decision Model Perspective Ying Wen Bo Liu M. Zhou Shufang Hou Zhe Cao Chenyang Le Jingxiao Chen Zheng Tian Weinan Zhang Jun Wang AI4CE 26 10 0 24 Dec 2022
Personalized Decentralized Multi-Task Learning Over Dynamic Communication Graphs Matin Mortaheb S. Ulukus FedML 17 2 0 21 Dec 2022
Hierarchical Over-the-Air FedGradNorm Cemil Vahapoglu Matin Mortaheb S. Ulukus 24 5 0 14 Dec 2022
Egocentric Video Task Translation Zihui Xue Yale Song Kristen Grauman Lorenzo Torresani EgoV 36 12 0 13 Dec 2022
OFASys: A Multi-Modal Multi-Task Learning System for Building Generalist Models Jinze Bai Rui Men Han Yang Xuancheng Ren Kai Dang ... Wenhang Ge Jianxin Ma Junyang Lin Jingren Zhou Chang Zhou 37 15 0 08 Dec 2022
Vicious Classifiers: Data Reconstruction Attack at Inference Time Mohammad Malekzadeh Deniz Gunduz AAML MIACV 21 0 0 08 Dec 2022
PGFed: Personalize Each Client's Global Objective for Federated Learning Jun Luo Matías Mendieta Chong Chen Shan-Jyun Wu FedML 35 9 0 02 Dec 2022
AIONER: All-in-one scheme-based biomedical named entity recognition using deep learning Ling Luo Chih-Hsuan Wei Po-Ting Lai Robert Leaman Qingyu Chen Zhiyong Lu 25 29 0 30 Nov 2022
Deep representation learning: Fundamentals, Perspectives, Applications, and Open Challenges K. T. Baghaei Amirreza Payandeh Pooya Fayyazsanavi Shahram Rahimi Zhiqian Chen Somayeh Bakhtiari Ramezani FaML AI4TS 38 6 0 27 Nov 2022
Picking on the Same Person: Does Algorithmic Monoculture lead to Outcome Homogenization? Rishi Bommasani Kathleen A. Creel Ananya Kumar Dan Jurafsky Percy Liang 30 78 0 25 Nov 2022
Multitask Vision-Language Prompt Tuning Sheng Shen Shijia Yang Tianjun Zhang Bohan Zhai Joseph E. Gonzalez Kurt Keutzer Trevor Darrell VLM VPVLM 19 49 0 21 Nov 2022
Distributed Deep Joint Source-Channel Coding over a Multiple Access Channel Selim F. Yilmaz Can Karamanli Deniz Gunduz 47 25 0 17 Nov 2022
MIMT: Multi-Illuminant Color Constancy via Multi-Task Local Surface and Light Color Learning Shuwei Li Ji-kai Wang Michael S. Brown R. Tan 24 5 0 16 Nov 2022
Physics-Informed Machine Learning: A Survey on Problems, Methods and Applications Zhongkai Hao Songming Liu Yichi Zhang Chengyang Ying Yao Feng Hang Su Jun Zhu PINN AI4CE 50 91 0 15 Nov 2022
Federated Learning for Appearance-based Gaze Estimation in the Wild Mayar Elfares Zhiming Hu Pascal Reisert Andreas Bulling Ralf Küsters FedML 21 11 0 14 Nov 2022
Point-DAE: Denoising Autoencoders for Self-supervised Point Cloud Learning Yabin Zhang Jiehong Lin Ruihuang Li Kui Jia Lei Zhang 3DPC 34 7 0 13 Nov 2022
$BT^2$ : Backward-compatible Training with Basis Transformation Yi Zhou Zilu Li Abhinav Shrivastava Hengshuang Zhao Antonio Torralba Taipeng Tian Ser-Nam Lim 18 3 0 08 Nov 2022
Curriculum-based Asymmetric Multi-task Reinforcement Learning H. Huang Deheng Ye Li Shen Wen Liu 32 12 0 07 Nov 2022
1Cademy @ Causal News Corpus 2022: Leveraging Self-Training in Causality Classification of Socio-Political Event Data A. Nik Ge Zhang Xingran Chen Mingyu Li Jie Fu 38 4 0 04 Nov 2022
Scaling Multimodal Pre-Training via Cross-Modality Gradient Harmonization Junru Wu Yi Liang Feng Han Hassan Akbari Zhangyang Wang Cong Yu 39 10 0 03 Nov 2022