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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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2461–2470 of 3687 papers

TitleStatusHype
Multi-task Recurrent Neural Networks to Simultaneously Infer Mode and Purpose in GPS Trajectories—0
A Novel Multi-Task Tensor Correlation Neural Network for Facial Attribute Prediction—0
A Novel Multi-Task Model Imitating Dermatologists for Accurate Differential Diagnosis of Skin Diseases in Clinical Images—0
TUPA at MRP 2019: A Multi-Task Baseline System—0
Multi-task Representation Learning with Stochastic Linear Bandits—0
Multi-Task Self-Supervised Learning for Image Segmentation Task—0
Multi-Task Self-Supervised Object Detection via Recycling of Bounding Box Annotations—0
Multi-Task Self-Supervised Pre-Training for Music Classification—0
Multi-Task Self-Supervised Time-Series Representation Learning—0
Multi-Task Self-Training for Learning General Representations—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