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Multi-Task Learning

Multi-task learning aims to learn multiple different tasks simultaneously while maximizing performance on one or all of the tasks.

( Image credit: Cross-stitch Networks for Multi-task Learning )

Papers

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Showing 2751–2800 of 3687 papers

TitleStatusHype
Constructing Multiple Tasks for Augmentation: Improving Neural Image Classification With K-means FeaturesCode0
Multi-task Sentence Encoding Model for Semantic Retrieval in Question Answering Systems—0
Multi-Task Learning of Height and Semantics from Aerial ImagesCode0
Forgetting to learn logic programsCode1
Bootstrapping NLU Models with Multi-task Learning—0
Simplified and Unified Analysis of Various Learning Problems by Reduction to Multiple-Instance LearningCode0
Deep Multi-task Prediction of Lung Cancer and Cancer-free Progression from Censored Heterogenous Clinical Imaging—0
A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role LabelingCode0
Learning Sparse Sharing Architectures for Multiple TasksCode0
Graph Representation Learning via Multi-task Knowledge Distillation—0
DialogAct2Vec: Towards End-to-End Dialogue Agent by Multi-Task Representation Learning—0
Generalizing Natural Language Analysis through Span-relation RepresentationsCode0
Stochastic DCA for minimizing a large sum of DC functions with application to Multi-class Logistic Regression—0
MKD: a Multi-Task Knowledge Distillation Approach for Pretrained Language Models—0
Speaker Adaptation for Attention-Based End-to-End Speech Recognition—0
Dynamic Deep Multi-task Learning for Caricature-Visual Face RecognitionCode0
Dynamic Multi-Task Learning for Face Recognition with Facial ExpressionCode0
A Joint Model for Definition Extraction with Syntactic Connection and Semantic ConsistencyCode0
FCSR-GAN: Joint Face Completion and Super-resolution via Multi-task LearningCode0
Sentence-Level BERT and Multi-Task Learning of Age and Gender in Social Media—0
Multi-Task Modeling of Phonographic Languages: Translating Middle Egyptian Hieroglyphs—0
Multi-task Learning for Natural Language Generation in Task-Oriented Dialogue—0
SJTU-NICT at MRP 2019: Multi-Task Learning for End-to-End Uniform Semantic Graph Parsing—0
SUDA-Alibaba at MRP 2019: Graph-Based Models with BERT—0
Multi-Task Learning for Chemical Named Entity Recognition with Chemical Compound Paraphrasing—0
Select, Answer and Explain: Interpretable Multi-hop Reading Comprehension over Multiple DocumentsCode0
TUPA at MRP 2019: A Multi-Task Baseline System—0
Keeping Consistency of Sentence Generation and Document Classification with Multi-Task Learning—0
Multi-Task, Multi-Channel, Multi-Input Learning for Mental Illness Detection using Social Media Text—0
Generalizing Question Answering System with Pre-trained Language Model Fine-tuning—0
CLER: Cross-task Learning with Expert Representation to Generalize Reading and Understanding—0
DeepGeneMD: A Joint Deep Learning Model for Extracting Gene Mutation-Disease Knowledge from PubMed Literature—0
Deconstructing Supertagging into Multi-Task Sequence Prediction—0
Trigger Word Detection and Thematic Role Identification via BERT and Multitask Learning—0
D-NET: A Pre-Training and Fine-Tuning Framework for Improving the Generalization of Machine Reading ComprehensionCode0
A Multi-Task Learning Framework for Extracting Bacteria Biotope Information—0
Bag-of-Words Transfer: Non-Contextual Techniques for Multi-Task Learning—0
Syntax-aware Multi-task Graph Convolutional Networks for Biomedical Relation Extraction—0
Neural Multi-Task Learning for Stance Prediction—0
Reevaluating Argument Component Extraction in Low Resource Settings—0
DiaNet: BERT and Hierarchical Attention Multi-Task Learning of Fine-Grained Dialect—0
LIMIT-BERT : Linguistic Informed Multi-Task BERT—0
When MAML Can Adapt Fast and How to Assist When It Cannot—0
Comprehensive Video Understanding: Video summarization with content-based video recommender design—0
Region-based Convolution Neural Network Approach for Accurate Segmentation of Pelvic Radiograph—0
Dr.VOT : Measuring Positive and Negative Voice Onset Time in the WildCode0
Human Keypoint Detection by Progressive Context RefinementCode0
Weakly Supervised Multi-Task Learning for Cell Detection and Segmentation—0
FineText: Text Classification via Attention-based Language Model Fine-tuning—0
Stem-driven Language Models for Morphologically Rich Languages—0
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All datasetsQM9Cityscapes testNYUv2OMNIGLOTCelebAUTKFacewireframe dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7—Unverified
2CAGrad∆m%112.8—Unverified
3IMTL-G∆m%77.2—Unverified
4Nash-MTL∆m%62—Unverified
5BayesAgg-MTL∆m%53.7—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41—Unverified
2Nash-MTLmIoU75.41—Unverified
3MultiObjectiveOptimizationmIoU66.63—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14—Unverified
2Nash-MTLMean IoU40.13—Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52—Unverified
2Mixture-of-ExpertsAverage Accuracy92.19—Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25—Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23—Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3—Unverified