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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 1061–1070 of 3687 papers

TitleStatusHype
A Trigger-Aware Multi-Task Learning for Chinese Event Entity Recognition—0
Deciphering and Optimizing Multi-Task Learning: a Random Matrix Approach—0
Deceptive Review Spam Detection via Exploiting Task Relatedness and Unlabeled Data—0
3D Hand Pose and Shape Estimation from RGB Images for Keypoint-Based Hand Gesture Recognition—0
Decentralized Multi-Task Learning Based on Extreme Learning Machines—0
Decentralized Collaborative Learning with Probabilistic Data Protection—0
When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges—0
Domain-Agnostic Few-Shot Classification by Learning Disparate Modulators—0
Few-shot Multi-Task Learning of Linear Invariant Features with Meta Subspace Pursuit—0
Decentralized Collaborative Learning Framework with External Privacy Leakage Analysis—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