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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 2651–2660 of 3687 papers

TitleStatusHype
Multi-task Learning with Coarse Priors for Robust Part-aware Person Re-identificationCode1
Cross Lingual Cross Corpus Speech Emotion Recognition—0
3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images—0
DisCor: Corrective Feedback in Reinforcement Learning via Distribution CorrectionCode1
Interpretable MTL from Heterogeneous Domains using Boosted Tree—0
Adversarial Encoder-Multi-Task-Decoder for Multi-Stage Processes—0
Unified Multi-Domain Learning and Data Imputation using Adversarial Autoencoder—0
Beyond without Forgetting: Multi-Task Learning for Classification with Disjoint Datasets—0
Evaluating Logical Generalization in Graph Neural NetworksCode1
OccuSeg: Occupancy-aware 3D Instance Segmentation—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