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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 2301–2325 of 3687 papers

TitleStatusHype
Multi-task learning for Joint Language Understanding and Dialogue State Tracking—0
Multi-task Learning for Joint Re-identification, Team Affiliation, and Role Classification for Sports Visual Tracking—0
Multi-Task Learning for Joint Semantic Role and Proto-Role Labeling—0
Knowledge-aware Complementary Product Representation Learning—0
Dual-Balancing for Multi-Task Learning—0
Transformative Machine Learning—0
Transformer-based Approach for Predicting Chemical Compound Structures—0
Multi-Task Learning for Lung sound & Lung disease classification—0
Adaptive Neural Ranking Framework: Toward Maximized Business Goal for Cascade Ranking Systems—0
Multi-task Learning for Macromolecule Classification, Segmentation and Coarse Structural Recovery in Cryo-Tomography—0
Multitask Learning for Mental Health Conditions with Limited Social Media Data—0
Multi-Task Learning for Mental Health using Social Media Text—0
Artificial Intelligence for Dementia Research Methods Optimization—0
Transformer-based Multimodal Information Fusion for Facial Expression Analysis—0
Multi-Task Learning for Multi-Dimensional Regression: Application to Luminescence Sensing—0
Multi-task Learning for Multilingual Neural Machine Translation—0
Multi-task Learning for Multi-modal Emotion Recognition and Sentiment Analysis—0
Multi-Task Learning for Multiple Language Translation—0
Multi-task Learning for Natural Language Generation in Task-Oriented Dialogue—0
Multi-task learning for natural language processing in the 2020s: where are we going?—0
ZPR2: Joint Zero Pronoun Recovery and Resolution using Multi-Task Learning and BERT—0
Multi-task Learning for Optical Coherence Tomography Angiography (OCTA) Vessel Segmentation—0
Multi-task Learning for Paraphrase Generation With Keyword and Part-of-Speech Reconstruction—0
Multi-task Learning for Personal Health Mention Detection on Social Media—0
Multi-Task Learning for Post-transplant Cause of Death Analysis: A Case Study on Liver Transplant—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