Multi-Task Learning with Deep Neural Networks: A Survey

10 September 2020

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

50 / 282 papers shown

Title
MT-SNN: Spiking Neural Network that Enables Single-Tasking of Multiple Tasks P. G. Cachi Sebastián Ventura K. Cios LRM 21 0 0 02 Aug 2022
AMF: Adaptable Weighting Fusion with Multiple Fine-tuning for Image Classification Xuyang Shen J. Plested Sabrina Caldwell Yiran Zhong Tom Gedeon 29 1 0 26 Jul 2022
Intention-Conditioned Long-Term Human Egocentric Action Forecasting Esteve Valls Mascaro Hyemin Ahn Dongheui Lee EgoV 19 28 0 25 Jul 2022
Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach Prashant Bhat Bahram Zonooz Elahe Arani SSL CLL 19 12 0 13 Jul 2022
Saliency-Regularized Deep Multi-Task Learning Guangji Bai Liang Zhao 21 8 0 03 Jul 2022
SpeechEQ: Speech Emotion Recognition based on Multi-scale Unified Datasets and Multitask Learning Zuheng Kang Junqing Peng Jianzong Wang Jing Xiao 11 3 0 27 Jun 2022
Uni-Perceiver-MoE: Learning Sparse Generalist Models with Conditional MoEs Jinguo Zhu Xizhou Zhu Wenhai Wang Xiaohua Wang Hongsheng Li Xiaogang Wang Jifeng Dai MoMe MoE 21 66 0 09 Jun 2022
Beyond RGB: Scene-Property Synthesis with Neural Radiance Fields Mingtong Zhang Shuhong Zheng Zhipeng Bao M. Hebert Yu-xiong Wang 19 12 0 09 Jun 2022
Generalized Delayed Feedback Model with Post-Click Information in Recommender Systems Jia-Qi Yang De-Chuan Zhan 18 10 0 01 Jun 2022
Neural Additive Models for Nowcasting Wonkeun Jo Dongil Kim 15 4 0 20 May 2022
Flexible Modeling and Multitask Learning using Differentiable Tree Ensembles Shibal Ibrahim Hussein Hazimeh Rahul Mazumder 34 4 0 19 May 2022
Meta AI at Arabic Hate Speech 2022: MultiTask Learning with Self-Correction for Hate Speech Classification Badr AlKhamissi Mona T. Diab 54 14 0 16 May 2022
Explaining the Effectiveness of Multi-Task Learning for Efficient Knowledge Extraction from Spine MRI Reports Arijit Sehanobish M. Sandora Nabila Abraham Jayashri Pawar Danielle Torres Anasuya Das M. Becker Richard Herzog Benjamin Odry Ron Vianu 16 3 0 06 May 2022
Sparsely Activated Mixture-of-Experts are Robust Multi-Task Learners Shashank Gupta Subhabrata Mukherjee K. Subudhi Eduardo Gonzalez Damien Jose Ahmed Hassan Awadallah Jianfeng Gao MoE 19 49 0 16 Apr 2022
Robust Stuttering Detection via Multi-task and Adversarial Learning S. A. Sheikh Md. Sahidullah F. Hirsch Slim Ouni 33 12 0 04 Apr 2022
BEVFormer: Learning Bird's-Eye-View Representation from Multi-Camera Images via Spatiotemporal Transformers Zhiqi Li Wenhai Wang Hongyang Li Enze Xie Chonghao Sima Tong Lu Qiao Yu Jifeng Dai 75 1,246 0 31 Mar 2022
Requirements Elicitation in Cognitive Service for Recommendation Bolin Zhang Zhiying Tu Yunzhe Xu Dian-Hui Chu Xiaofei Xu 11 0 0 29 Mar 2022
FedGradNorm: Personalized Federated Gradient-Normalized Multi-Task Learning Matin Mortaheb Cemil Vahapoglu S. Ulukus 25 11 0 24 Mar 2022
AutoGPart: Intermediate Supervision Search for Generalizable 3D Part Segmentation Xueyi Liu Xiaomeng Xu Anyi Rao Chuang Gan L. Yi 3DPC 24 14 0 13 Mar 2022
Adaptor: Objective-Centric Adaptation Framework for Language Models Michal vStefánik Vít Novotný Nikola Groverová Petr Sojka 32 10 0 08 Mar 2022
One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and Classification S. Graham Q. Vu Mostafa Jahanifar Shan E Ahmed Raza F. Minhas David R. J. Snead Nasir M. Rajpoot MedIm 29 28 0 28 Feb 2022
Consensus Learning from Heterogeneous Objectives for One-Class Collaborative Filtering SeongKu Kang Dongha Lee Wonbin Kweon Junyoung Hwang Hwanjo Yu 17 12 0 26 Feb 2022
Multi-task UNet: Jointly Boosting Saliency Prediction and Disease Classification on Chest X-ray Images Hongzhi Zhu R. Rohling Septimiu Salcudean 19 5 0 15 Feb 2022
A multi-task semi-supervised framework for Text2Graph & Graph2Text Oriol Domingo Marta R. Costa-jussá Carlos Escolano 29 1 0 12 Feb 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 49 2,243 0 08 Feb 2022
Multi-Task Learning as a Bargaining Game Aviv Navon Aviv Shamsian Idan Achituve Haggai Maron Kenji Kawaguchi Gal Chechik Ethan Fetaya 17 140 0 02 Feb 2022
PRIMA: Planner-Reasoner Inside a Multi-task Reasoning Agent Daoming Lyu Bo Liu Jianshu Chen LRM 30 1 0 01 Feb 2022
Polyphonic audio event detection: multi-label or multi-class multi-task classification problem? Huy P Phan Thi Ngoc Tho Nguyen P. Koch Alfred Mertins 32 8 0 29 Jan 2022
ReforesTree: A Dataset for Estimating Tropical Forest Carbon Stock with Deep Learning and Aerial Imagery Gyri Reiersen David Dao Björn Lütjens Konstantin Klemmer Kenza Amara Attila Steinegger Ce Zhang Xiaoxia Zhu 77 32 0 26 Jan 2022
Unified Question Generation with Continual Lifelong Learning Wei Yuan Hongzhi Yin Tieke He Tong Chen Qiufeng Wang Li-zhen Cui 36 10 0 24 Jan 2022
Polarity and Subjectivity Detection with Multitask Learning and BERT Embedding Ranjan Satapathy Shweta Pardeshi Erik Cambria 14 18 0 14 Jan 2022
An Efficient Federated Distillation Learning System for Multi-task Time Series Classification Huanlai Xing Zhiwen Xiao R. Qu Zonghai Zhu Bowen Zhao FedML 35 108 0 30 Dec 2021
Towards a Unified Foundation Model: Jointly Pre-Training Transformers on Unpaired Images and Text Qing Li Boqing Gong Huayu Chen Dan Kondratyuk Xianzhi Du Ming-Hsuan Yang Matthew A. Brown ViT 11 17 0 14 Dec 2021
Semantic Segmentation of Legal Documents via Rhetorical Roles Vijit Malik Rishabh Sanjay S. Guha Angshuman Hazarika S. Nigam Arnab Bhattacharya Ashutosh Modi AILaw 27 45 0 03 Dec 2021
Gesture Recognition with a Skeleton-Based Keyframe Selection Module Yunsoo Kim Hyun Myung SLR 25 1 0 03 Dec 2021
Inducing Causal Structure for Interpretable Neural Networks Atticus Geiger Zhengxuan Wu Hanson Lu J. Rozner Elisa Kreiss Thomas F. Icard Noah D. Goodman Christopher Potts CML OOD 32 70 0 01 Dec 2021
Deep Molecular Representation Learning via Fusing Physical and Chemical Information Shuwen Yang Ziyao Li Guojie Song Lingsheng Cai AI4CE 38 28 0 28 Nov 2021
Sharing to learn and learning to share; Fitting together Meta-Learning, Multi-Task Learning, and Transfer Learning: A meta review Richa Upadhyay Ronald Phlypo Rajkumar Saini Marcus Liwicki CLL 21 5 0 23 Nov 2021
INTERN: A New Learning Paradigm Towards General Vision Jing Shao Siyu Chen Yangguang Li Kun Wang Zhen-fei Yin ... F. Yu Junjie Yan Dahua Lin Xiaogang Wang Yu Qiao 16 34 0 16 Nov 2021
Balancing Average and Worst-case Accuracy in Multitask Learning Paul Michel Sebastian Ruder Dani Yogatama 13 11 0 12 Oct 2021
ALL-IN-ONE: Multi-Task Learning BERT models for Evaluating Peer Assessments Qinjin Jia Jiali Cui Yunkai Xiao Chengyuan Liu Parvez Rashid E. Gehringer 32 43 0 08 Oct 2021
Self-Evolutionary Optimization for Pareto Front Learning Simyung Chang Kiyoon Yoo Jiho Jang Nojun Kwak 39 3 0 07 Oct 2021
ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods Victor Schmidt A. Luccioni Mélisande Teng Tianyu Zhang Alexia Reynaud ... Gautier Cosne Adrien Juraver V. Vardanyan Alex Hernandez-Garcia Yoshua Bengio GAN AI4CE 20 18 0 06 Oct 2021
Emergent behavior and neural dynamics in artificial agents tracking turbulent plumes Satpreet H. Singh F. V. Breugel Rajesh P. N. Rao Bingni W. Brunton 30 4 0 25 Sep 2021
Combining Discrete Choice Models and Neural Networks through Embeddings: Formulation, Interpretability and Performance Ioanna Arkoudi C. L. Azevedo Francisco Câmara Pereira 14 16 0 24 Sep 2021
Improved optimization strategies for deep Multi-Task Networks Lucas Pascal Pietro Michiardi Xavier Bost B. Huet Maria A. Zuluaga 35 6 0 21 Sep 2021
Recommender systems based on graph embedding techniques: A comprehensive review Yue Deng 42 22 0 20 Sep 2021
SLAW: Scaled Loss Approximate Weighting for Efficient Multi-Task Learning M. Crawshaw Jana Kosecka 18 7 0 16 Sep 2021
DeepMTS: Deep Multi-task Learning for Survival Prediction in Patients with Advanced Nasopharyngeal Carcinoma using Pretreatment PET/CT Mingyuan Meng B. Gu Lei Bi Shaoli Song D. Feng Jinman Kim MedIm 19 38 0 16 Sep 2021
MEDIC: A Multi-Task Learning Dataset for Disaster Image Classification Firoj Alam Tanvirul Alam Md. Arid Hasan A. Hasnat Muhammad Imran Ferda Ofli VLM 22 51 0 29 Aug 2021