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 3051–3060 of 3687 papers

TitleStatusHype
SequencePAR: Understanding Pedestrian Attributes via A Sequence Generation Paradigm—0
Using multi-task learning to improve the performance of acoustic-to-word and conventional hybrid models—0
Sequential Multi-task Learning with Task Dependency for Appeal Judgment Prediction—0
Using Self-Supervised Auxiliary Tasks to Improve Fine-Grained Facial Representation—0
Sequential Recommendation in Online Games with Multiple Sequences, Tasks and User Levels—0
Sequential Reptile: Inter-Task Gradient Alignment for Multilingual Learning—0
ALIEN: Implicit Neural Representations for Human Motion Prediction under Arbitrary Latency—0
SE Territory: Monaural Speech Enhancement Meets the Fixed Virtual Perceptual Space Mapping—0
Severing the Edge Between Before and After: Neural Architectures for Temporal Ordering of Events—0
SGCL: Unifying Self-Supervised and Supervised Learning for Graph Recommendation—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