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 2281–2290 of 3687 papers

TitleStatusHype
Multi-Task Learning for Extracting Menstrual Characteristics from Clinical Notes—0
Multi-Task Learning for Extraction of Adverse Drug Reaction Mentions from Tweets—0
Multi-Task Learning for Fatigue Detection and Face Recognition of Drivers via Tree-Style Space-Channel Attention Fusion Network—0
Transferring Object-Scene Convolutional Neural Networks for Event Recognition in Still Images—0
Multi-Task Learning for Few-Shot Online Adaptation under Signal Temporal Logic Specifications—0
Multi-task Learning for Financial Forecasting—0
A Self-Supervised Task for Fault Detection in Satellite Multivariate Time Series—0
Multi-task Learning for Gaussian Graphical Regressions with High Dimensional Covariates—0
Multi-task Learning for Heterogeneous Data via Integrating Shared and Task-Specific Encodings—0
Multi-task Learning for Heterogeneous Multi-source Block-Wise Missing Data—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