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 2671–2680 of 3687 papers

TitleStatusHype
Pareto Navigation Gradient Descent: a First Order Algorithm for Optimization in Pareto Set—0
Pareto Navigation Gradient Descent: a First-Order Algorithm for Optimization in Pareto Set—0
Pareto-Path Multi-Task Multiple Kernel Learning—0
PartAL: Efficient Partial Active Learning in Multi-Task Visual Settings—0
Understanding Emotion Valence is a Joint Deep Learning Task—0
Password-conditioned Anonymization and Deanonymization with Face Identity Transformers—0
PathRank: A Multi-Task Learning Framework to Rank Paths in Spatial Networks—0
PathRWKV: Enabling Whole Slide Prediction with Recurrent-Transformer—0
Understanding Few-Shot Multi-Task Representation Learning Theory—0
Understanding Image and Text Simultaneously: a Dual Vision-Language Machine Comprehension Task—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