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
Multi-task Learning for Personal Health Mention Detection on Social Media O. Aduragba Jialin Yu Alexandra I. Cristea 79 0 0 09 Dec 2022
PromptonomyViT: Multi-Task Prompt Learning Improves Video Transformers using Synthetic Scene DataIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Roei Herzig Ofir Abramovich Elad Ben-Avraham Assaf Arbelle Leonid Karlinsky Ariel Shamir Trevor Darrell Amir Globerson 316 20 0 08 Dec 2022
Vicious Classifiers: Data Reconstruction Attack at Inference Time Mohammad Malekzadeh Deniz Gunduz AAML MIACV 128 1 0 08 Dec 2022
Physics-constrained deep learning postprocessing of temperature and humidityArtificial Intelligence for the Earth Systems (AIES), 2022 Francesco Zanetta D. Nerini Tom Beucler M. Liniger AI4CE 145 8 0 07 Dec 2022
Day2Dark: Pseudo-Supervised Activity Recognition beyond Silent DaylightInternational Journal of Computer Vision (IJCV), 2022 Yunhua Zhang Hazel Doughty Cees G. M. Snoek VLM 199 2 0 05 Dec 2022
How to Train an Accurate and Efficient Object Detection Model on Any DatasetVISIGRAPP (VISIGRAPP), 2022 Galina Zalesskaya B. Bylicka Eugene Liu 3DH 167 4 0 30 Nov 2022
A Pipeline for Generating, Annotating and Employing Synthetic Data for Real World Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Matthew Maufe James Ravenscroft Rob Procter Maria Liakata 100 3 0 30 Nov 2022
Bidirectional Generation of Structure and Properties Through a Single Molecular Foundation ModelNature Communications (Nat Commun), 2022 Jinho Chang Jong Chul Ye AI4CE 173 54 0 19 Nov 2022
A Unified Analysis of Multi-task Functional Linear Regression Models with Manifold Constraint and Composite Quadratic PenaltyJournal of machine learning research (JMLR), 2022 Shiyuan He Hanxuan Ye Kejun He 209 1 0 09 Nov 2022
SLATE: A Sequence Labeling Approach for Task Extraction from Free-form Inked ContentConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Apurva Gandhi Ryan Serrao Biyi Fang Gilbert Antonius Jenna Hong ... Sheng Yi Ehimwenma Nosakhare Irene Shaffer Soundararajan Srinivasan Vikrant Gupta VLM 178 0 0 08 Nov 2022
Towards Versatile Embodied NavigationNeural Information Processing Systems (NeurIPS), 2022 Hongru Wang Wei Liang Luc Van Gool Wenguan Wang LM&Ro 177 29 0 30 Oct 2022
Multi-Environment based Meta-Learning with CSI Fingerprints for Radio Based PositioningIEEE Wireless Communications and Networking Conference (WCNC), 2022 Anastasios Foliadis M. H. C. García R. Stirling-Gallacher Reiner S. Thomä 68 12 0 26 Oct 2022
FineD-Eval: Fine-grained Automatic Dialogue-Level EvaluationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Chen Zhang L. F. D’Haro Qiquan Zhang Thomas Friedrichs Haizhou Li 166 21 0 25 Oct 2022
Exclusive Supermask Subnetwork Training for Continual LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Prateek Yadav Joey Tianyi Zhou CLL 207 8 0 18 Oct 2022
Pareto Manifold Learning: Tackling multiple tasks via ensembles of single-task modelsInternational Conference on Machine Learning (ICML), 2022 Nikolaos Dimitriadis P. Frossard Franccois Fleuret 242 29 0 18 Oct 2022
Robot Learning Theory of Mind through Self-Observation: Exploiting the Intentions-Beliefs SynergyInternational Conference on Development and Learning (ICDL), 2022 Francesca Bianco D. Ognibene 127 3 0 17 Oct 2022
Watermarking Pre-trained Language Models with Backdooring Chenxi Gu Chengsong Huang Xiaoqing Zheng Kai-Wei Chang Cho-Jui Hsieh WaLM 293 61 0 14 Oct 2022
Joint localization and classification of breast tumors on ultrasound images using a novel auxiliary attention-based framework Zong Fan Ping Gong Shanshan Tang Christine U. Lee Xiaohui Zhang P. Song Shigao Chen Hua Li 57 3 0 11 Oct 2022
Towards an Efficient ML System: Unveiling a Trade-off between Task Accuracy and Engineering Efficiency in a Large-scale Car Sharing Platform Kyungchul Park Hyun-Kyo Chung S. Kwon 127 0 0 10 Oct 2022
xDBTagger: Explainable Natural Language Interface to Databases Using Keyword Mappings and Schema GraphThe VLDB journal (VLDBJ), 2022 Arif Usta Akifhan Karakayali Özgür Ulusoy 135 3 0 07 Oct 2022
Trustworthiness of Laser-Induced Breakdown Spectroscopy Predictions via Simulation-based Synthetic Data Augmentation and Multitask LearningEPJ Web of Conferences (EPJ Web Conf.), 2022 Riccardo Finotello D. L’hermite Celine Quéré Benjamin Rouge M. Tamaazousti J. Sirven 133 2 0 07 Oct 2022
Neural Distillation as a State Representation Bottleneck in Reinforcement Learning Valentin Guillet D. Wilson Carlos Aguilar-Melchor Emmanuel Rachelson 123 1 0 05 Oct 2022
Toward Edge-Efficient Dense Predictions with Synergistic Multi-Task Neural Architecture SearchIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Thanh Tien Vu Yan-Quan Zhou Chun-Yung Wen Yueqi Li Jan-Michael Frahm 225 5 0 04 Oct 2022
MLink: Linking Black-Box Models from Multiple Domains for Collaborative InferenceIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Mu Yuan Lan Zhang Zimu Zheng Yi-Nan Zhang Xiang-Yang Li 248 3 0 28 Sep 2022
Grouped Adaptive Loss Weighting for Person SearchACM Multimedia (ACM MM), 2022 Yanling Tian Di Chen Yunan Liu Shanshan Zhang Jian Yang 137 5 0 23 Sep 2022
Grape Cold Hardiness Prediction via Multi-Task LearningAAAI Conference on Artificial Intelligence (AAAI), 2022 Aseem Saxena Paola Pesántez-Cabrera Rohan Ballapragada Kin-Ho Lam M. Keller Alan Fern VLM 177 9 0 21 Sep 2022
Extreme Multi-Domain, Multi-Task Learning With Unified Text-to-Text Transfer Transformers Adebayo Oshingbesan Courage Ekoh Germann Atakpa Yonah Byaruagaba 86 0 0 21 Sep 2022
Will It Blend? Mixing Training Paradigms & Prompting for Argument Quality PredictionWorkshop on Argument Mining (ArgMining), 2022 Michiel van der Meer Myrthe Reuver Urja Khurana Lea Krause Selene Báez Santamaría 210 16 0 19 Sep 2022
Effective Adaptation in Multi-Task Co-Training for Unified Autonomous DrivingNeural Information Processing Systems (NeurIPS), 2022 Xiwen Liang Yangxin Wu Jianhua Han Hang Xu Chunjing Xu Xiaodan Liang 157 46 0 19 Sep 2022
Modular Federated LearningIEEE International Joint Conference on Neural Network (IJCNN), 2022 Kuo-Yun Liang A. Srinivasan J. C. Andresen FedML 201 7 0 07 Sep 2022
Future Gradient Descent for Adapting the Temporal Shifting Data Distribution in Online Recommendation SystemsConference on Uncertainty in Artificial Intelligence (UAI), 2022 Mao Ye Ruichen Jiang Haoxiang Wang Dhruv Choudhary Xiaocong Du Bhargav Bhushanam Aryan Mokhtari A. Kejariwal Qiang Liu TTA OOD AI4TS 153 10 0 02 Sep 2022
Dynamics-Adaptive Continual Reinforcement Learning via Progressive ContextualizationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Tiantian Zhang Zichuan Lin Yuxing Wang Deheng Ye Qiang Fu Wei Yang Xueqian Wang Bin Liang Bo Yuan Xiu Li CLL 163 15 0 01 Sep 2022
Prompt Tuning with Soft Context Sharing for Vision-Language ModelsNeurocomputing (Neurocomputing), 2022 Kun Ding Ying Wang Pengzhang Liu Qiang Yu Hao Zhang Shiming Xiang Chunhong Pan VPVLM VLM 211 19 0 29 Aug 2022
MT-SNN: Spiking Neural Network that Enables Single-Tasking of Multiple Tasks P. G. Cachi Sebastián Ventura K. Cios LRM 80 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 118 3 0 26 Jul 2022
Intention-Conditioned Long-Term Human Egocentric Action ForecastingIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Esteve Valls Mascaro Hyemin Ahn Dongheui Lee EgoV 293 40 0 25 Jul 2022
Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach Prashant Shivaram Bhat Bahram Zonooz Elahe Arani SSL CLL 135 14 0 13 Jul 2022
Saliency-Regularized Deep Multi-Task LearningKnowledge Discovery and Data Mining (KDD), 2022 Guangji Bai Bo Pan 152 13 0 03 Jul 2022
SpeechEQ: Speech Emotion Recognition based on Multi-scale Unified Datasets and Multitask LearningInterspeech (Interspeech), 2022 Zuheng Kang Junqing Peng Jianzong Wang Jing Xiao 117 5 0 27 Jun 2022
Uni-Perceiver-MoE: Learning Sparse Generalist Models with Conditional MoEsNeural Information Processing Systems (NeurIPS), 2022 Jinguo Zhu Xizhou Zhu Wenhai Wang Xiaohua Wang Jiaming Song Xiaogang Wang Jifeng Dai MoMe MoE 237 82 0 09 Jun 2022
Beyond RGB: Scene-Property Synthesis with Neural Radiance FieldsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Mingtong Zhang Shuhong Zheng Zhipeng Bao M. Hebert Yu-Xiong Wang 213 14 0 09 Jun 2022
Generalized Delayed Feedback Model with Post-Click Information in Recommender SystemsNeural Information Processing Systems (NeurIPS), 2022 Jia-Qi Yang De-Chuan Zhan 96 12 0 01 Jun 2022
Neural Additive Models for Nowcasting Wonkeun Jo Dongil Kim 226 4 0 20 May 2022
Flexible Modeling and Multitask Learning using Differentiable Tree EnsemblesKnowledge Discovery and Data Mining (KDD), 2022 Shibal Ibrahim Hussein Hazimeh Rahul Mazumder 512 5 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 157 18 0 16 May 2022
Explaining the Effectiveness of Multi-Task Learning for Efficient Knowledge Extraction from Spine MRI ReportsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022 Arijit Sehanobish M. Sandora Nabila Abraham Jayashri Pawar Danielle Torres Anasuya Das M. Becker Richard Herzog Benjamin Odry Ron Vianu 138 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 138 56 0 16 Apr 2022
Robust Stuttering Detection via Multi-task and Adversarial LearningEuropean Signal Processing Conference (EUSIPCO), 2022 S. A. Sheikh Md. Sahidullah F. Hirsch Slim Ouni 135 15 0 04 Apr 2022
BEVFormer: Learning Bird's-Eye-View Representation from Multi-Camera Images via Spatiotemporal TransformersEuropean Conference on Computer Vision (ECCV), 2022 Zhiqi Li Wenhai Wang Hongyang Li Enze Xie Chonghao Sima Tong Lu Qiao Yu Jifeng Dai 405 1,627 0 31 Mar 2022
Requirements Elicitation in Cognitive Service for Recommendation Jiahao Wang Zhiying Tu Yunzhe Xu Dian-Hui Chu Xiaofei Xu 214 0 0 29 Mar 2022