Multi-Task Learning with Deep Neural Networks: A Survey

10 September 2020

Papers citing "Multi-Task Learning with Deep Neural Networks: A Survey"

50 / 310 papers shown

Title
Provable Multi-Task Representation Learning by Two-Layer ReLU Neural NetworksInternational Conference on Machine Learning (ICML), 2023 Liam Collins Hamed Hassani Mahdi Soltanolkotabi Aryan Mokhtari Sanjay Shakkottai 407 11 0 13 Jul 2023
Auxiliary-Tasks Learning for Physics-Informed Neural Network-Based Partial Differential Equations Solving Junjun Yan Xinhai Chen Zhichao Wang Enqiang Zhou Jie Liu PINN AI4CE 230 1 0 12 Jul 2023
Scaling Distributed Multi-task Reinforcement Learning with Experience Sharing Sanae Amani Khushbu Pahwa samani Lin F. Yang LRM 118 1 0 11 Jul 2023
Advances and Challenges in Meta-Learning: A Technical ReviewIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Anna Vettoruzzo Mohamed-Rafik Bouguelia Joaquin Vanschoren Thorsteinn Rögnvaldsson K. Santosh OffRL 192 167 0 10 Jul 2023
STG-MTL: Scalable Task Grouping for Multi-Task Learning Using Data Map Ammar Sherif Abubakar Abid M. Elattar Mohamed ElHelw 318 5 0 07 Jul 2023
Exploring Continual Learning for Code Generation ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Prateek Yadav Q. Sun Hantian Ding Xiaopeng Li Dejiao Zhang ... Parminder Bhatia Ramesh Nallapati M. K. Ramanathan Joey Tianyi Zhou Bing Xiang CLL 176 37 0 05 Jul 2023
Multi-Task Learning to Enhance Generalizability of Neural Network Equalizers in Coherent Optical SystemsEuropean Conference on Optical Communication (ECOC), 2023 S. Srivallapanondh Pedro J. Freire A. Alam N. Costa B. Spinnler A. Napoli E. Sedov S. Turitsyn Jaroslaw E. Prilepsky 172 4 0 04 Jul 2023
Consistent Multimodal Generation via A Unified GAN FrameworkIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Zhen Zhu Yijun Li Wei-wei Lyu Krishna Kumar Singh Zhixin Shu Soeren Pirk Derek Hoiem 145 5 0 04 Jul 2023
Multi-Task Learning Improves Performance In Deep Argument Mining ModelsWorkshop on Argument Mining (ArgMining), 2023 Amirhossein Farzam Shashank Shekhar Isaac Mehlhaff Marco Morucci 143 1 0 03 Jul 2023
Achieving RGB-D level Segmentation Performance from a Single ToF CameraInternational Conference on Pattern Recognition Applications and Methods (ICPRAM), 2023 Pranav Sharma J. Katrolia J. Rambach B. Mirbach D. Stricker Juergen Seiler 100 2 0 30 Jun 2023
SkillNet-X: A Multilingual Multitask Model with Sparsely Activated SkillsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Zhangyin Feng Yong Dai Fan Zhang Duyu Tang Xiaocheng Feng Shuangzhi Wu Bing Qin Yunbo Cao Shuming Shi MoE 139 0 0 28 Jun 2023
A Collaborative Transfer Learning Framework for Cross-domain RecommendationKnowledge Discovery and Data Mining (KDD), 2023 Wei Emma Zhang Peng Zhang Bo Zhang Xingxing Wang Dong Wang 110 27 0 26 Jun 2023
Master-ASR: Achieving Multilingual Scalability and Low-Resource Adaptation in ASR with Modular LearningInternational Conference on Machine Learning (ICML), 2023 Zhongzhi Yu Yang Zhang Kaizhi Qian Y. Fu Yingyan Lin 248 15 0 23 Jun 2023
TaCA: Upgrading Your Visual Foundation Model with Task-agnostic Compatible Adapter Binjie Zhang Yixiao Ge Xuyuan Xu Ying Shan Mike Zheng Shou 148 9 0 22 Jun 2023
Multi-Task Consistency for Active Learning A. Hekimoglu Philipp Friedrich Walter Zimmer Michael Schmidt Alvaro Marcos-Ramiro Alois C. Knoll VLM 144 12 0 21 Jun 2023
A Universal Semantic-Geometric Representation for Robotic ManipulationConference on Robot Learning (CoRL), 2023 Tong Zhang Yingdong Hu Hanchen Cui Hang Zhao Yang Gao 204 25 0 18 Jun 2023
MPSA-DenseNet: A novel deep learning model for English accent classificationComputer Speech and Language (CSL), 2023 Tianyu Song Linh Thi Hoai Nguyen Tôn Việt Tạ 103 14 0 15 Jun 2023
NuCLR: Nuclear Co-Learned Representations O. Kitouni Niklas Nolte S. Trifinopoulos Subhash Kantamneni Mike Williams NAI 92 1 0 09 Jun 2023
Multi-task Bioassay Pre-training for Protein-ligand Binding Affinity Prediction Jiaxian Yan Zhaofeng Ye Ziyi Yang Chengqiang Lu Shengyu Zhang Qi Liu J. Qiu 159 19 0 08 Jun 2023
Task Relation-aware Continual User Representation LearningKnowledge Discovery and Data Mining (KDD), 2023 Sein Kim Namkyeong Lee Donghyun Kim Min-Chul Yang Chanyoung Park CLL 212 9 0 01 Jun 2023
Independent Component Alignment for Multi-Task LearningComputer Vision and Pattern Recognition (CVPR), 2023 Dmitry Senushkin Nikolay Patakin Arseny Kuznetsov Anton Konushin CVBM 192 69 0 30 May 2023
Study of Subjective and Objective Quality Assessment of Mobile Cloud Gaming VideosIEEE Transactions on Image Processing (IEEE TIP), 2023 Avinab Saha Yu-Chih Chen Chase Davis Bo Qiu Xiaoming Wang Rahul Gowda Ioannis Katsavounidis A. Bovik 169 13 0 26 May 2023
EDM3: Event Detection as Multi-task Text Generation Ujjwala Anantheswaran Himanshu Gupta Mihir Parmar Kuntal Kumar Pal Chitta Baral 169 6 0 25 May 2023
Lightweight Learner for Shared Knowledge Lifelong Learning Yunhao Ge Yuecheng Li Di Wu Ao Xu Adam M. Jones ... Gozde Sahin Shuo Ni Kiran Lekkala Sumedh Anand Sontakke Laurent Itti CLL 148 13 0 24 May 2023
L-SA: Learning Under-Explored Targets in Multi-Target Reinforcement Learning Kibeom Kim Hyun-Dong Lee Min Whoo Lee Moonheon Lee Minsu Lee Byoung-Tak Zhang 137 1 0 23 May 2023
Many or Few Samples? Comparing Transfer, Contrastive and Meta-Learning in Encrypted Traffic ClassificationTraffic Monitoring and Analysis (TMA), 2023 Idio Guarino Chao Wang A. Finamore A. Pescapé Dario Rossi 124 11 0 21 May 2023
MTLSegFormer: Multi-task Learning with Transformers for Semantic Segmentation in Precision Agriculture D. Gonçalves J. M. Junior Pedro Zamboni H. Pistori Jonathan Li Keiller Nogueira W. Gonçalves 125 9 0 04 May 2023
Learning to Extrapolate: A Transductive ApproachInternational Conference on Learning Representations (ICLR), 2023 Aviv Netanyahu Abhishek Gupta Max Simchowitz Jianchao Tan Pulkit Agrawal 219 19 0 27 Apr 2023
Sebis at SemEval-2023 Task 7: A Joint System for Natural Language Inference and Evidence Retrieval from Clinical Trial ReportsInternational Workshop on Semantic Evaluation (SemEval), 2023 Juraj Vladika Florian Matthes 244 15 0 25 Apr 2023
Curriculum Modeling the Dependence among Targets with Multi-task Learning for Financial MarketingAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2023 Yunpeng Weng Xing Tang Liang Chen Xiuqiang He 93 4 0 25 Apr 2023
Self-Supervised learning for Neural Architecture Search (NAS) Samuel Ducros SSL 92 1 0 03 Apr 2023
A Study of Autoregressive Decoders for Multi-Tasking in Computer Vision Lucas Beyer Bo Wan Gagan Madan Filip Pavetić Andreas Steiner ... Emanuele Bugliarello Tianlin Li Qihang Yu Liang-Chieh Chen Xiaohua Zhai 211 9 0 30 Mar 2023
DevelSet: Deep Neural Level Set for Instant Mask OptimizationIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 2023 Guojin Chen Ziyang Yu Hongduo Liu Yuzhe Ma Bei Yu 80 3 0 18 Mar 2023
Efficient Diffusion Training via Min-SNR Weighting StrategyIEEE International Conference on Computer Vision (ICCV), 2023 Tiankai Hang Shuyang Gu Chen Li Jianmin Bao Dong Chen Han Hu Xin Geng B. Guo 229 213 0 16 Mar 2023
Functional Knowledge Transfer with Self-supervised Representation LearningInternational Conference on Information Photonics (ICIP), 2023 Prakash Chandra Chhipa Muskan Chopra G. Mengi Varun Gupta Richa Upadhyay Meenakshi Subhash Chippa Kanjar De Rajkumar Saini Seiichi Uchida Marcus Liwicki SSL 92 2 0 12 Mar 2023
RotoGBML: Towards Out-of-Distribution Generalization for Gradient-Based Meta-LearningIEEE International Conference on Multimedia and Expo (ICME), 2023 Min Zhang Zifeng Zhuang Zhitao Wang Xuetao Zhang Wen-Bin Li 137 7 0 12 Mar 2023
FAME-ViL: Multi-Tasking Vision-Language Model for Heterogeneous Fashion TasksComputer Vision and Pattern Recognition (CVPR), 2023 Xiaoping Han Xiatian Zhu Licheng Yu Li Zhang Yi-Zhe Song Tao Xiang VLM 155 63 0 04 Mar 2023
Visual Exemplar Driven Task-Prompting for Unified Perception in Autonomous DrivingComputer Vision and Pattern Recognition (CVPR), 2023 Xiwen Liang Minzhe Niu Jianhua Han Hang Xu Chunjing Xu Xiaodan Liang VLM 204 20 0 03 Mar 2023
Modular Deep Learning Jonas Pfeiffer Sebastian Ruder Ivan Vulić Edoardo Ponti MoMe OOD 361 101 0 22 Feb 2023
Depth Estimation and Image Restoration by Deep Learning from Defocused ImagesIEEE Transactions on Computational Imaging (IEEE Trans. Comput. Imaging), 2023 Saqib Nazir Lorenzo Vaquero M. Mucientes V. Brea D. Coltuc 3DV MDE 167 16 0 21 Feb 2023
MulGT: Multi-task Graph-Transformer with Task-aware Knowledge Injection and Domain Knowledge-driven Pooling for Whole Slide Image AnalysisAAAI Conference on Artificial Intelligence (AAAI), 2023 Weiqin Zhao Shujun Wang Maximus C. F. Yeung Tianye Niu Lequan Yu 418 12 0 21 Feb 2023
Spatio-Temporal Momentum: Jointly Learning Time-Series and Cross-Sectional StrategiesThe Journal of Financial Data Science (JFDS), 2023 Wee Ling Tan Stephen J. Roberts S. Zohren AI4TS AIFin 100 10 0 20 Feb 2023
Same Same, But Different: Conditional Multi-Task Learning for Demographic-Specific Toxicity DetectionThe Web Conference (WWW), 2023 Soumyajit Gupta Sooyong Lee Maria De-Arteaga Matthew Lease 198 17 0 14 Feb 2023
PrefixMol: Target- and Chemistry-aware Molecule Design via Prefix Embedding Zhangyang Gao Yuqi Hu Cheng Tan Stan Z. Li 244 17 0 14 Feb 2023
Multi-task Highly Adaptive Lasso Ivana Malenica Rachael V. Phillips D. Lazzareschi Jeremy Coyle Romain Pirracchio Mark van der Laan 200 0 0 27 Jan 2023
Training Semantic Segmentation on Heterogeneous Datasets Panagiotis Meletis Gijs Dubbelman 143 2 0 18 Jan 2023
Adaptive Pattern Extraction Multi-Task Learning for Multi-Step Conversion Estimations Xuewen Tao Mingming Ha Xiaobo Guo Qiongxu Ma Ho Kei Cheng Wenfang Lin 183 0 0 06 Jan 2023
Introduction to Machine Learning for Physicians: A Survival Guide for Data Deluge Ricards Marcinkevics Ece Ozkan Julia E. Vogt OOD LM&MA FedML 118 2 0 23 Dec 2022
Planning-oriented Autonomous DrivingComputer Vision and Pattern Recognition (CVPR), 2022 Yi Hu Jiazhi Yang Li Chen Keyu Li Chonghao Sima ... Xiaosong Jia Qiang Liu Jifeng Dai Yu Qiao Hongyang Li 170 976 0 20 Dec 2022
PoE: a Panel of Experts for Generalized Automatic Dialogue AssessmentIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022 Chen Zhang L. F. D’Haro Qiquan Zhang Thomas Friedrichs Haizhou Li 137 7 0 18 Dec 2022