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 2441–2450 of 3687 papers

TitleStatusHype
Re-framing Incremental Deep Language Models for Dialogue Processing with Multi-task LearningCode0
Fed-Focal Loss for imbalanced data classification in Federated Learning—0
Identifying Depressive Symptoms from Tweets: Figurative Language Enabled Multitask Learning Framework—0
Joint predictions of multi-modal ride-hailing demands: a deep multi-task multigraph learning-based approach—0
Robust and flexible learning of a high-dimensional classification rule using auxiliary outcomes—0
Determining Question-Answer Plausibility in Crowdsourced Datasets Using Multi-Task LearningCode0
UmBERTo-MTSA @ AcCompl-It: Improving Complexity and Acceptability Prediction with Multi-task Learning on Self-Supervised AnnotationsCode0
Improving Robotic Grasping on Monocular Images Via Multi-Task Learning and Positional Loss—0
Multi-task learning for electronic structure to predict and explore molecular potential energy surfaces—0
Multi-Accent Adaptation based on Gate Mechanism—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