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 2121–2130 of 3687 papers

TitleStatusHype
ATM: Improving Model Merging by Alternating Tuning and Merging—0
When Deep Learning Meets Multi-Task Learning in SAR ATR: Simultaneous Target Recognition and Segmentation—0
Multi-head Span-based Detector for AI-generated Fragments in Scientific Papers—0
Multi-Label Compound Expression Recognition: C-EXPR Database & Network—0
Multi-label Multi-task Deep Learning for Behavioral Coding—0
Multi-Label Transfer Learning for Multi-Relational Semantic Similarity—0
Multi-level Emotion Cause Analysis by Multi-head Attention Based Multi-task Learning—0
Multi-level Shared Knowledge Guided Learning for Knowledge Graph Completion—0
Zero-Shot and Few-Shot Classification of Biomedical Articles in Context of the COVID-19 Pandemic—0
Multilingual Joint Parsing of Syntactic and Semantic Dependencies with a Latent Variable Model—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