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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 3261–3270 of 3687 papers

TitleStatusHype
Different Absorption from the Same Sharing: Sifted Multi-task Learning for Fake News Detection—0
Differentiable Mask for Pruning Convolutional and Recurrent Networks—0
Differentially Private Transferrable Deep Learning with Membership-Mappings—0
Database Search Results Disambiguation for Task-Oriented Dialog Systems—0
Speech Enhancement using Self-Adaptation and Multi-Head Self-Attention—0
DiGrad: Multi-Task Reinforcement Learning with Shared Actions—0
Speech MOS multi-task learning and rater bias correction—0
Dining on Details: LLM-Guided Expert Networks for Fine-Grained Food Recognition—0
Aggressive Language Detection with Joint Text Normalization via Adversarial Multi-task Learning—0
Directly Optimizing IoU for Bounding Box Localization—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