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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 2271–2280 of 3687 papers

TitleStatusHype
Multi-Task Learning for Cross-Lingual Abstractive Summarization—0
Transfer Learning in Conversational Analysis through Reusing Preprocessing Data as Supervisors—0
A Semi-supervised Multi-task Learning Approach to Classify Customer Contact Intents—0
When Regression Meets Manifold Learning for Object Recognition and Pose Estimation—0
Transferring from Formal Newswire Domain with Hypernet for Twitter POS Tagging—0
Multi-Task Learning for Domain-General Spoken Disfluency Detection in Dialogue Systems—0
Multi-task learning for electronic structure to predict and explore molecular potential energy surfaces—0
Multi-Task Learning for Email Search Ranking with Auxiliary Query Clustering—0
Multi-Task Learning for Emotion Descriptors Estimation at the fourth ABAW Challenge—0
Multi-Task Learning for End-to-End ASR Word and Utterance Confidence with Deletion Prediction—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