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 2641–2650 of 3687 papers

TitleStatusHype
OrchMoE: Efficient Multi-Adapter Learning with Task-Skill Synergy—0
Order Matters in the Presence of Dataset Imbalance for Multilingual Learning—0
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation—0
Outdoor Position Recovery from HeterogeneousTelco Cellular Data—0
Out-of-Task Training for Dialog State Tracking Models—0
An encoder-decoder-based method for COVID-19 lung infection segmentation—0
An Empirical Study on Multi-Task Learning for Text Style Transfer and Paraphrase Generation—0
Over-the-Air Federated Multi-Task Learning via Model Sparsification and Turbo Compressed Sensing—0
Over-the-Air Federated Multi-Task Learning Over MIMO Multiple Access Channels—0
An Emotion-Aware Multi-Task Approach to Fake News and Rumour Detection using Transfer Learning—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