SOTAVerified

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 2681–2690 of 3687 papers

TitleStatusHype
Pattern-Structure Diffusion for Multi-Task Learning—0
Anaphora Resolution in Dialogue: System Description (CODI-CRAC 2022 Shared Task)—0
PCA-based Multi Task Learning: a Random Matrix Approach—0
PCL: Prompt-based Continual Learning for User Modeling in Recommender Systems—0
Understanding Impacts of Task Similarity on Backdoor Attack and Detection—0
PDSS: A Privacy-Preserving Framework for Step-by-Step Distillation of Large Language Models—0
PeaceGAN: A GAN-based Multi-Task Learning Method for SAR Target Image Generation with a Pose Estimator and an Auxiliary Classifier—0
An analytic theory of generalization dynamics and transfer learning in deep linear networks—0
Pedestrian Attribute Recognition: A Survey—0
Pedestrian Crossing Action Recognition and Trajectory Prediction with 3D Human Keypoints—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