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 3581–3590 of 3687 papers

TitleStatusHype
De-identification of Privacy-related Entities in Job PostingsCode0
Deformable Mixer Transformer with Gating for Multi-Task Learning of Dense PredictionCode0
PMGDA: A Preference-based Multiple Gradient Descent AlgorithmCode0
Multi-task Learning Based Neural Bridging Reference ResolutionCode0
Multitask Learning-Based Neural Bridging Reference ResolutionCode0
Multi-Task Learning based Online Dialogic Instruction Detection with Pre-trained Language ModelsCode0
PMT-IQA: Progressive Multi-task Learning for Blind Image Quality AssessmentCode0
Text Categorization by Learning Predominant Sense of Words as Auxiliary TaskCode0
A Late-Stage Bitemporal Feature Fusion Network for Semantic Change DetectionCode0
Multi-Task Learning by Deep Collaboration and Application in Facial Landmark DetectionCode0
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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