SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2776–2800 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
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
DialogAct2Vec: Towards End-to-End Dialogue Agent by Multi-Task Representation Learning—0
Graph Representation Learning via Multi-task Knowledge Distillation—0
Stochastic DCA for minimizing a large sum of DC functions with application to Multi-class Logistic Regression—0
Generalizing Natural Language Analysis through Span-relation RepresentationsCode0
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 Learning for Natural Language Generation in Task-Oriented Dialogue—0
DeepGeneMD: A Joint Deep Learning Model for Extracting Gene Mutation-Disease Knowledge from PubMed Literature—0
Syntax-aware Multi-task Graph Convolutional Networks for Biomedical Relation Extraction—0
Deconstructing Supertagging into Multi-Task Sequence Prediction—0
CLER: Cross-task Learning with Expert Representation to Generalize Reading and Understanding—0
Multi-Task Modeling of Phonographic Languages: Translating Middle Egyptian Hieroglyphs—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