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

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Showing 2751–2760 of 3687 papers

TitleStatusHype
Posterior regularization for Joint Modeling of Multiple Structured Prediction Tasks with Soft Constraints—0
Post-Hoc Explainability of BI-RADS Descriptors in a Multi-task Framework for Breast Cancer Detection and Segmentation—0
Powerful, transferable representations for molecules through intelligent task selection in deep multitask networks—0
Practical Lessons on Optimizing Sponsored Products in eCommerce—0
Practical Semantic Parsing for Spoken Language Understanding—0
Practical Transferability Estimation for Image Classification Tasks—0
A Multi-task Model for Multilingual Trigger Detection and Classification—0
Predicting Adverse Neonatal Outcomes for Preterm Neonates with Multi-Task Learning—0
Unified Multi-Task Learning & Model Fusion for Efficient Language Model Guardrailing—0
Predicting Different Types of Conversions with Multi-Task Learning in Online Advertising—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