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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 561–570 of 3687 papers

TitleStatusHype
Multi-task learning via robust regularized clustering with non-convex group penalties—0
Sequential Recommendation for Optimizing Both Immediate Feedback and Long-term RetentionCode0
M3TCM: Multi-modal Multi-task Context Model for Utterance Classification in Motivational Interviews—0
Multi-Granularity Guided Fusion-in-DecoderCode1
Large Language Models for Expansion of Spoken Language Understanding Systems to New LanguagesCode1
Joint Training on Multiple Datasets With Inconsistent Labeling Criteria for Facial Expression RecognitionCode0
HeMeNet: Heterogeneous Multichannel Equivariant Network for Protein Multitask Learning—0
Joint-Task Regularization for Partially Labeled Multi-Task LearningCode1
Adaptive Feature Fusion Neural Network for Glaucoma Segmentation on Unseen Fundus Images—0
EGTR: Extracting Graph from Transformer for Scene Graph GenerationCode2
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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