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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1661–1670 of 3687 papers

TitleStatusHype
XLTime: A Cross-Lingual Knowledge Transfer Framework for Temporal Expression Extraction—0
Sparsely Activated Mixture-of-Experts are Robust Multi-Task Learners—0
In-BoXBART: Get Instructions into Biomedical Multi-task Learning—0
Database Search Results Disambiguation for Task-Oriented Dialog Systems—0
ViL-Sum: Enhancing Vision and Language Representations via Multi-task Learning for Multi-modal Summarization—0
MetaICL: Learning to Learn In Context—0
DEEP: DEnoising Entity Pre-training for Neural Machine Translation—0
Let the Model Decide its Curriculum for Multitask Learning—0
A Transformer-based Threshold-Free Framework for Multi-Intent NLU—0
HCL-MTC Hierarchical Contrastive Learning for Multi-label Text Classification—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