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

Showing 22912300 of 3687 papers

TitleStatusHype
Multi-task learning for historical text normalization: Size matters0
Multi-task Learning for Human Settlement Extent Regression and Local Climate Zone Classification0
Multi-task Learning for Identification of Porcelain in Song and Yuan Dynasties0
Multi-Task Learning for Improved Discriminative Training in SMT0
Multi-Task Learning for Improving Gender Accuracy in Neural Machine Translation0
Multi-Task Learning for Integrated Automated Contouring and Voxel-Based Dose Prediction in Radiotherapy0
Multi-task learning for interpretable cause of death classification using key phrase prediction0
A Self-Attentional Neural Architecture for Code Completion with Multi-Task Learning0
Multi-task Learning for Japanese Predicate Argument Structure Analysis0
Multi-task learning for jersey number recognition in Ice Hockey0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7Unverified
2CAGrad∆m%112.8Unverified
3IMTL-G∆m%77.2Unverified
4Nash-MTL∆m%62Unverified
5BayesAgg-MTL∆m%53.7Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41Unverified
2Nash-MTLmIoU75.41Unverified
3MultiObjectiveOptimizationmIoU66.63Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14Unverified
2Nash-MTLMean IoU40.13Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52Unverified
2Mixture-of-ExpertsAverage Accuracy92.19Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3Unverified