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 1601–1610 of 3687 papers

TitleStatusHype
Joint Air Quality and Weather Prediction Based on Multi-Adversarial Spatiotemporal Networks—0
Jacobian Descent for Multi-Objective Optimization—0
Deep Multi-task Multi-label CNN for Effective Facial Attribute Classification—0
Joint auto-encoders: a flexible multi-task learning framework—0
Joint enhancement of automatic chest X-ray diagnosis and radiological gaze prediction with multi-stage cooperative learning—0
"It's a Match!" -- A Benchmark of Task Affinity Scores for Joint Learning—0
Iterative Collaboration Network Guided By Reconstruction Prior for Medical Image Super-Resolution—0
Joint Entity and Relation Extraction for Legal Documents with Legal Feature Enhancement—0
Deep Multi-Task Models for Misogyny Identification and Categorization on Arabic Social Media—0
A Unified Multi-task Adversarial Learning Framework for Pharmacovigilance Mining—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