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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 951–975 of 3687 papers

TitleStatusHype
STAN: Stage-Adaptive Network for Multi-Task Recommendation by Learning User Lifecycle-Based Representation—0
Self-supervised Multi-task Learning Framework for Safety and Health-Oriented Connected Driving Environment Perception using Onboard Camera—0
Multi-task Learning for Radar Signal CharacterisationCode1
BioREx: Improving Biomedical Relation Extraction by Leveraging Heterogeneous DatasetsCode1
Multitrack Music Transcription with a Time-Frequency Perceiver—0
MB-HGCN: A Hierarchical Graph Convolutional Network for Multi-behavior Recommendation—0
Fairness in Multi-Task Learning via Wasserstein BarycentersCode0
Equitable Multi-task Learning—0
Knowledge Assembly: Semi-Supervised Multi-Task Learning from Multiple Datasets with Disjoint Labels—0
MPSA-DenseNet: A novel deep learning model for English accent classification—0
NFTs to MARS: Multi-Attention Recommender System for NFTs—0
MOFI: Learning Image Representations from Noisy Entity Annotated ImagesCode1
KuaiSAR: A Unified Search And Recommendation Dataset—0
GEmo-CLAP: Gender-Attribute-Enhanced Contrastive Language-Audio Pretraining for Accurate Speech Emotion Recognition—0
Single-Stage Visual Relationship Learning using Conditional Queries—0
Constructing Time-Series Momentum Portfolios with Deep Multi-Task Learning—0
InvPT++: Inverted Pyramid Multi-Task Transformer for Visual Scene UnderstandingCode2
Prefer to Classify: Improving Text Classifiers via Auxiliary Preference LearningCode1
LCT-1 at SemEval-2023 Task 10: Pre-training and Multi-task Learning for Sexism Detection and ClassificationCode0
NOWJ at COLIEE 2023 -- Multi-Task and Ensemble Approaches in Legal Information Processing—0
Sample-Level Weighting for Multi-Task Learning with Auxiliary TasksCode0
Allophant: Cross-lingual Phoneme Recognition with Articulatory AttributesCode1
Co-evolving Graph Reasoning Network for Emotion-Cause Pair Extraction—0
CL-UZH at SemEval-2023 Task 10: Sexism Detection through Incremental Fine-Tuning and Multi-Task Learning with Label DescriptionsCode0
Learning to Relate to Previous Turns in Conversational SearchCode1
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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