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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 611–620 of 3687 papers

TitleStatusHype
Boosting Facial Action Unit Detection Through Jointly Learning Facial Landmark Detection and Domain Separation and Reconstruction—0
Analyzing Learned Representations of a Deep ASR Performance Prediction Model—0
ACQ: A Unified Framework for Automated Programmatic Creativity in Online Advertising—0
Deep Learning based Positioning with Multi-task Learning and Uncertainty-based Fusion—0
Body Segmentation Using Multi-task Learning—0
Analytical Uncertainty-Based Loss Weighting in Multi-Task Learning—0
Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting—0
Adversarial multi-task learning to solve holistic semantic polishing problem of Chinese text—0
Deep Latent Emotion Network for Multi-Task Learning—0
Biomedical Event Extraction as Sequence Labeling—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