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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 3351–3375 of 3687 papers

TitleStatusHype
DiGrad: Multi-Task Reinforcement Learning with Shared Actions—0
Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label SpacesCode0
Meta Multi-Task Learning for Sequence Modeling—0
Learning to Make Predictions on Graphs with AutoencodersCode0
Actigraphy-based Sleep/Wake Pattern Detection using Convolutional Neural Networks—0
Recovery of simultaneous low rank and two-way sparse coefficient matrices, a nonconvex approach—0
Simultaneous Modeling of Multiple Complications for Risk Profiling in Diabetes Care—0
Multi-task, multi-label and multi-domain learning with residual convolutional networks for emotion recognition—0
Subspace Network: Deep Multi-Task Censored Regression for Modeling Neurodegenerative DiseasesCode0
Sim-to-Real Optimization of Complex Real World Mobile Network with Imperfect Information via Deep Reinforcement Learning from Self-play—0
A Collaborative Computer Aided Diagnosis (C-CAD) System with Eye-Tracking, Sparse Attentional Model, and Deep Learning—0
Semi-supervised multi-task learning for lung cancer diagnosis—0
Multi-Task Learning for Extraction of Adverse Drug Reaction Mentions from Tweets—0
Disjoint Multi-task Learning between Heterogeneous Human-centric Tasks—0
Variable Selection and Task Grouping for Multi-Task LearningCode0
Distributed Stochastic Multi-Task Learning with Graph Regularization—0
Joint Learning for Pulmonary Nodule Segmentation, Attributes and Malignancy Prediction—0
Multi-task Learning for Continuous Control—0
Cross-type Biomedical Named Entity Recognition with Deep Multi-Task LearningCode0
NDDR-CNN: Layerwise Feature Fusing in Multi-Task CNNs by Neural Discriminative Dimensionality ReductionCode0
Neural Multi-task Learning in Automated Assessment—0
End-to-end Multi-Modal Multi-Task Vehicle Control for Self-Driving Cars with Visual PerceptionCode0
Lung and Pancreatic Tumor Characterization in the Deep Learning Era: Novel Supervised and Unsupervised Learning Approaches—0
Graph Memory Networks for Molecular Activity Prediction—0
A Multi-task Learning Approach for Improving Product Title Compression with User Search Log Data—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