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 641–650 of 3687 papers

TitleStatusHype
Deep Multi-Task Model for Sarcasm Detection and Sentiment Analysis in Arabic Language—0
Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics—0
A multi-task U-net for segmentation with lazy labels—0
A Bag of Tricks for Dialogue Summarization—0
Beyond Relevance: Improving User Engagement by Personalization for Short-Video Search—0
Learning to segment microscopy images with lazy labels—0
Deep Multi-Task Learning to Recognise Subtle Facial Expressions of Mental States—0
Beyond Black \& White: Leveraging Annotator Disagreement via Soft-Label Multi-Task Learning—0
A Multi-task Two-stream Spatiotemporal Convolutional Neural Network for Convective Storm Nowcasting—0
Better Transfer Learning with Inferred Successor Maps—0
Show:102550
← PrevPage 65 of 369Next →
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