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"

50 / 356 papers shown

Title
Sample-Level Weighting for Multi-Task Learning with Auxiliary Tasks Emilie Grégoire M. H. Chaudhary Sam Verboven 24 1 0 07 Jun 2023
CL-UZH at SemEval-2023 Task 10: Sexism Detection through Incremental Fine-Tuning and Multi-Task Learning with Label Descriptions Janis Goldzycher 18 1 0 06 Jun 2023
Addressing Negative Transfer in Diffusion Models Hyojun Go Jinyoung Kim Yunsung Lee Seunghyun Lee Shinhyeok Oh Hyeongdon Moon Seungtaek Choi DiffM VLM 32 24 0 01 Jun 2023
Underwater-Art: Expanding Information Perspectives With Text Templates For Underwater Acoustic Target Recognition Yuan Xie Jiawei Ren Ji Xu 31 22 0 31 May 2023
Direction-oriented Multi-objective Learning: Simple and Provable Stochastic Algorithms Peiyao Xiao Hao Ban Kaiyi Ji 29 18 0 28 May 2023
DeepGate2: Functionality-Aware Circuit Representation Learning Zhengyuan Shi Hongyang Pan Sadaf Khan Min Li Yi Liu Junhua Huang Hui-Ling Zhen M. Yuan Zhufei Chu Qiang Xu 29 31 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 S. Sontakke Laurent Itti CLL 19 10 0 24 May 2023
How do languages influence each other? Studying cross-lingual data sharing during LM fine-tuning Rochelle Choenni Dan Garrette Ekaterina Shutova 40 16 0 22 May 2023
Comparison of Transfer Learning based Additive Manufacturing Models via A Case Study Yifan Tang M. Rahmani Dehaghani G. G. Wang AI4CE 14 1 0 17 May 2023
CQural: A Novel CNN based Hybrid Architecture for Quantum Continual Machine Learning Sanyam Jain CLL 24 1 0 16 May 2023
A Comprehensive Analysis of Adapter Efficiency Nandini Mundra Sumanth Doddapaneni Raj Dabre Anoop Kunchukuttan Ratish Puduppully Mitesh M. Khapra 20 10 0 12 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 35 5 0 04 May 2023
InstructBio: A Large-scale Semi-supervised Learning Paradigm for Biochemical Problems Fang Wu Huiling Qin Siyuan Li Stan Z. Li Xianyuan Zhan Jinbo Xu 24 5 0 08 Apr 2023
SimCSum: Joint Learning of Simplification and Cross-lingual Summarization for Cross-lingual Science Journalism Mehwish Fatima Tim Kolber K. Markert Michael Strube 21 0 0 04 Apr 2023
Image Quality-aware Diagnosis via Meta-knowledge Co-embedding Haoxuan Che Si Chen Haoxing Chen 38 16 0 27 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 16 13 0 20 Mar 2023
ViM: Vision Middleware for Unified Downstream Transferring Yutong Feng Biao Gong Jianwen Jiang Yiliang Lv Yujun Shen Deli Zhao Jingren Zhou 32 1 0 13 Mar 2023
HiNet: Novel Multi-Scenario & Multi-Task Learning with Hierarchical Information Extraction Jie Zhou Xia Cao Wenhao Li Lin Bo Anton van den Hengel Chuan Luo Qian Yu 29 24 0 10 Mar 2023
ESCL: Equivariant Self-Contrastive Learning for Sentence Representations Jie Liu Yixuan Liu Xue Han Chao Deng Junlan Feng SSL 24 2 0 09 Mar 2023
Multitask Prompt Tuning Enables Parameter-Efficient Transfer Learning Zhen Wang Rameswar Panda Leonid Karlinsky Rogerio Feris Huan Sun Yoon Kim VLM VPVLM 27 107 0 06 Mar 2023
Asymptotic Bayes risk of semi-supervised multitask learning on Gaussian mixture Minh-Toan Nguyen Romain Couillet 24 4 0 03 Mar 2023
Modular Deep Learning Jonas Pfeiffer Sebastian Ruder Ivan Vulić E. Ponti MoMe OOD 32 73 0 22 Feb 2023
Preventing Catastrophic Forgetting in Continual Learning of New Natural Language Tasks Sudipta Kar Giuseppe Castellucci Simone Filice S. Malmasi Oleg Rokhlenko CLL KELM 46 6 0 22 Feb 2023
Depth Estimation and Image Restoration by Deep Learning from Defocused Images Saqib Nazir Lorenzo Vaquero M. Mucientes V. Brea D. Coltuc 3DV MDE 34 11 0 21 Feb 2023
A Meta-Learning Approach to Population-Based Modelling of Structures G. Tsialiamanis N. Dervilis D. Wagg K. Worden 10 0 0 15 Feb 2023
Same Same, But Different: Conditional Multi-Task Learning for Demographic-Specific Toxicity Detection Soumyajit Gupta Sooyong Lee Maria De-Arteaga Matthew Lease 27 13 0 14 Feb 2023
Cross-Corpora Spoken Language Identification with Domain Diversification and Generalization Spandan Dey Md. Sahidullah G. Saha 21 11 0 10 Feb 2023
ShapeWordNet: An Interpretable Shapelet Neural Network for Physiological Signal Classification W. He Mingyue Cheng Qi Liu Zhi Li AI4TS 24 9 0 10 Feb 2023
GAT: Guided Adversarial Training with Pareto-optimal Auxiliary Tasks Salah Ghamizi Jingfeng Zhang Maxime Cordy Mike Papadakis Masashi Sugiyama Yves Le Traon AAML 28 2 0 06 Feb 2023
Contrast with Reconstruct: Contrastive 3D Representation Learning Guided by Generative Pretraining Zekun Qi Runpei Dong Guo Fan Zheng Ge Xiangyu Zhang Kaisheng Ma Li Yi 38 117 0 05 Feb 2023
Benchmarking Probabilistic Deep Learning Methods for License Plate Recognition Franziska Schirrmacher Benedikt Lorch Anatol Maier Christian Riess UQCV 30 4 0 02 Feb 2023
Synthesizing Physical Character-Scene Interactions Mohamed Hassan Yunrong Guo Tingwu Wang Michael J. Black Sanja Fidler Xue Bin Peng 28 81 0 02 Feb 2023
GDOD: Effective Gradient Descent using Orthogonal Decomposition for Multi-Task Learning Xin Dong Ruize Wu Chao Xiong Hai Li Lei Cheng Yong He Shiyou Qian Jian Cao Linjian Mo 6 4 0 31 Jan 2023
Multi-task Highly Adaptive Lasso Ivana Malenica Rachael V. Phillips D. Lazzareschi Jeremy Coyle Romain Pirracchio Mark van der Laan 30 0 0 27 Jan 2023
A Constrained-Optimization Approach to the Execution of Prioritized Stacks of Learned Multi-Robot Tasks Gennaro Notomista 24 2 0 13 Jan 2023
SynMotor: A Benchmark Suite for Object Attribute Regression and Multi-task Learning Chengzhi Wu Linxi Qiu Kanran Zhou Julius Pfrommer Jürgen Beyerer 31 1 0 11 Jan 2023
TarViS: A Unified Approach for Target-based Video Segmentation A. Athar Alexander Hermans Jonathon Luiten Deva Ramanan Bastian Leibe VOS 23 29 0 06 Jan 2023
L-HYDRA: Multi-Head Physics-Informed Neural Networks Zongren Zou George Karniadakis AI4CE 18 26 0 05 Jan 2023
PanDepth: Joint Panoptic Segmentation and Depth Completion J. Lagos Esa Rahtu 3DPC VLM 30 1 0 29 Dec 2022
Reversible Column Networks Yuxuan Cai Yi Zhou Qi Han Jianjian Sun Xiangwen Kong Jun Yu Li Xiangyu Zhang VLM 31 53 0 22 Dec 2022
PoE: a Panel of Experts for Generalized Automatic Dialogue Assessment Chen Zhang L. F. D’Haro Qiquan Zhang Thomas Friedrichs Haizhou Li 26 7 0 18 Dec 2022
Egocentric Video Task Translation Zihui Xue Yale Song Kristen Grauman Lorenzo Torresani EgoV 29 13 0 13 Dec 2022
Multi-task Learning for Personal Health Mention Detection on Social Media O. Aduragba Jialin Yu Alexandra I. Cristea 19 0 0 09 Dec 2022
Multi-Environment Pretraining Enables Transfer to Action Limited Datasets David Venuto Sherry Yang Pieter Abbeel Doina Precup Igor Mordatch Ofir Nachum OffRL 25 5 0 23 Nov 2022
PartAL: Efficient Partial Active Learning in Multi-Task Visual Settings N. Durasov Nik Dorndorf Pascal Fua VLM 21 5 0 21 Nov 2022
Syntax-Aware On-the-Fly Code Completion Wannita Takerngsaksiri C. Tantithamthavorn Yuankui Li 24 17 0 09 Nov 2022
Cold Start Streaming Learning for Deep Networks Cameron R. Wolfe Anastasios Kyrillidis CLL 15 2 0 09 Nov 2022
Exploiting Transformer-based Multitask Learning for the Detection of Media Bias in News Articles Timo Spinde Jan-David Krieger Terry Ruas Jelena Mitrović Franz Götz-Hahn Akiko Aizawa Bela Gipp 27 27 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 30 4 0 04 Nov 2022
Unified End-to-End Speech Recognition and Endpointing for Fast and Efficient Speech Systems Shaan Bijwadia Shuo-yiin Chang Bo-wen Li Tara N. Sainath Chaoyang Zhang Yanzhang He 33 7 0 01 Nov 2022