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 301–325 of 3687 papers

TitleStatusHype
CIF: Continuous Integrate-and-Fire for End-to-End Speech RecognitionCode1
Detection-Correction Structure via General Language Model for Grammatical Error CorrectionCode1
Does Text Attract Attention on E-Commerce Images: A Novel Saliency Prediction Dataset and MethodCode1
Dual-Domain Coarse-to-Fine Progressive Estimation Network for Simultaneous Denoising, Limited-View Reconstruction, and Attenuation Correction of Cardiac SPECTCode1
AIONER: All-in-one scheme-based biomedical named entity recognition using deep learningCode1
Edge-MoE: Memory-Efficient Multi-Task Vision Transformer Architecture with Task-level Sparsity via Mixture-of-ExpertsCode1
Efficient Diffusion Training via Min-SNR Weighting StrategyCode1
AdaMerging: Adaptive Model Merging for Multi-Task LearningCode1
Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in TextsCode1
Empirical Bayes Transductive Meta-Learning with Synthetic GradientsCode1
A Paragraph-level Multi-task Learning Model for Scientific Fact-VerificationCode1
End-to-End Multi-Task Learning with AttentionCode1
APE: Argument Pair Extraction from Peer Review and Rebuttal via Multi-task LearningCode1
ENHANCE (ENriching Health data by ANnotations of Crowd and Experts): A case study for skin lesion classificationCode1
APGL4SR: A Generic Framework with Adaptive and Personalized Global Collaborative Information in Sequential RecommendationCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
Evidentiality-guided Generation for Knowledge-Intensive NLP TasksCode1
CentralNet: a Multilayer Approach for Multimodal FusionCode1
Fair Resource Allocation in Multi-Task LearningCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
A Large Scale Search Dataset for Unbiased Learning to RankCode1
A Recurrent Vision-and-Language BERT for NavigationCode1
Ditto: Fair and Robust Federated Learning Through PersonalizationCode1
ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text TranslationCode1
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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