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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 1001–1010 of 3687 papers

TitleStatusHype
A Comparative Study on Multi-task Uncertainty Quantification in Semantic Segmentation and Monocular Depth Estimation—0
Mixture of Latent Experts Using Tensor Products—0
Variational Offline Multi-agent Skill Discovery—0
Adversarial Attacks on Hidden Tasks in Multi-Task Learning—0
Leveraging knowledge distillation for partial multi-task learning from multiple remote sensing datasetsCode0
Efficient Multitask Dense Predictor via BinarizationCode0
Low-Resolution Chest X-ray Classification via Knowledge Distillation and Multi-task Learning—0
Multi-Dataset Multi-Task Learning for COVID-19 Prognosis—0
Learning Partially Aligned Item Representation for Cross-Domain Sequential Recommendation—0
LiPost: Improved Content Understanding With Effective Use of Multi-task Contrastive Learning—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