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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 3381–3390 of 3687 papers

TitleStatusHype
Joint autoencoders: a flexible meta-learning framework—0
Leveraging Orthographic Similarity for Multilingual Neural Transliteration—0
Multi-Task Learning for Document Ranking and Query SuggestionCode0
Large Scale Multi-Domain Multi-Task Learning with MultiModel—0
Co-Morbidity Exploration on Wearables Activity Data Using Unsupervised Pre-training and Multi-Task Learning—0
Network-Scale Traffic Modeling and Forecasting with Graphical Lasso and Neural Networks—0
Multi-task learning of time series and its application to the travel demand—0
Multi-modal Face Pose Estimation with Multi-task Manifold Deep Learning—0
Multi-Task Learning for Mental Health using Social Media Text—0
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow RemovalCode0
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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