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 1976–2000 of 3687 papers

TitleStatusHype
Multiple Instance Learning with Auxiliary Task Weighting for Multiple Myeloma ClassificationCode0
Multi-task Learning with Cross Attention for Keyword Spotting—0
Multi-Task Learning based Online Dialogic Instruction Detection with Pre-trained Language ModelsCode0
MugRep: A Multi-Task Hierarchical Graph Representation Learning Framework for Real Estate Appraisal—0
Legal Judgment Prediction with Multi-Stage CaseRepresentation Learning in the Real Court SettingCode1
CatVRNN: Generating Category Texts via Multi-task LearningCode0
Emotion Recognition with Incomplete Labels Using Modified Multi-task Learning Technique—0
A Multi-modal and Multi-task Learning Method for Action Unit and Expression Recognition—0
Behavior Self-Organization Supports Task Inference for Continual Robot Learning—0
FloorLevel-Net: Recognizing Floor-Level Lines with Height-Attention-Guided Multi-task Learning—0
Single Model for Influenza Forecasting of Multiple Countries by Multi-task Learning—0
An Integrated Framework for Two-pass Personalized Voice Trigger—0
Discovering Collaborative Signals for Next POI Recommendation with Iterative Seq2Graph Augmentation—0
Learning More for Free - A Multi Task Learning Approach for Improved Pathology Classification in Capsule Endoscopy—0
Improving Prediction of Low-Prior Clinical Events with Simultaneous General Patient-State Representation Learning—0
Over-the-Air Federated Multi-Task Learning—0
Generative Modeling for Multi-task Visual Learning—0
Phoneme-aware and Channel-wise Attentive Learning for Text DependentSpeaker Verification—0
VOGUE: Answer Verbalization through Multi-Task LearningCode0
Deep Multi-Task Model for Sarcasm Detection and Sentiment Analysis in Arabic Language—0
BERT-based Multi-Task Model for Country and Province Level Modern Standard Arabic and Dialectal Arabic Identification—0
Spatio-Temporal Multi-Task Learning Transformer for Joint Moving Object Detection and Segmentation—0
Heterogeneous Multi-task Learning with Expert DiversityCode1
Facial Action Unit Detection With Transformers—0
Image Change Captioning by Learning From an Auxiliary Task—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