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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
Automated Multi-Task Learning for Joint Disease Prediction on Electronic Health RecordsCode0
Many-Objective Multi-Solution Transport—0
Mixture-of-LoRAs: An Efficient Multitask Tuning for Large Language Models—0
Joint multi-task learning improves weakly-supervised biomarker prediction in computational pathologyCode0
3D Object Visibility Prediction in Autonomous Driving—0
Multi-task Learning for Real-time Autonomous Driving Leveraging Task-adaptive Attention Generator—0
Learning to Maximize Mutual Information for Chain-of-Thought DistillationCode0
Task Indicating Transformer for Task-conditional Dense PredictionsCode1
Multi-Task Learning Using Uncertainty to Weigh Losses for Heterogeneous Face Attribute Estimation—0
MS-Net: A Multi-Path Sparse Model for Motion Prediction in Multi-Scenes—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