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 591–600 of 3687 papers

TitleStatusHype
An analytic theory of generalization dynamics and transfer learning in deep linear networks—0
AEPL: Automated and Editable Prompt Learning for Brain Tumor Segmentation—0
Branched Multi-Task Networks: Deciding What Layers To Share—0
Brain Hematoma Marker Recognition Using Multitask Learning: SwinTransformer and Swin-Unet—0
An Analysis of Selection Bias Issue for Online Advertising—0
BPM_MT: Enhanced Backchannel Prediction Model using Multi-Task Learning—0
An Analysis Of Entire Space Multi-Task Models For Post-Click Conversion Prediction—0
Adversarial Transfer Learning for Punctuation Restoration—0
Acquiring Pronunciation Knowledge from Transcribed Speech Audio via Multi-task Learning—0
Deep Clustering and Conventional Networks for Music Separation: Stronger Together—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