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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

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Showing 2926–2950 of 3687 papers

TitleStatusHype
RHFedMTL: Resource-Aware Hierarchical Federated Multi-Task Learning—0
Risk-Sensitive Conformal Prediction for Catheter Placement Detection in Chest X-rays—0
Risk Stratification of Lung Nodules Using 3D CNN-Based Multi-task Learning—0
Unprejudiced Training Auxiliary Tasks Makes Primary Better: A Multi-Task Learning Perspective—0
Reasonable Effectiveness of Random Weighting: A Litmus Test for Multi-Task Learning—0
A Multi-modal and Multi-task Learning Method for Action Unit and Expression Recognition—0
RMT-Net: Reject-aware Multi-Task Network for Modeling Missing-not-at-random Data in Financial Credit Scoring—0
AMS_ADRN at SemEval-2022 Task 5: A Suitable Image-text Multimodal Joint Modeling Method for Multi-task Misogyny Identification—0
Robot in a China Shop: Using Reinforcement Learning for Location-Specific Navigation Behaviour—0
Robots Learn Increasingly Complex Tasks with Intrinsic Motivation and Automatic Curriculum Learning—0
Robust Analysis of Multi-Task Learning Efficiency: New Benchmarks on Light-Weighed Backbones and Effective Measurement of Multi-Task Learning Challenges by Feature Disentanglement—0
RobustDistiller: Compressing Universal Speech Representations for Enhanced Environment Robustness—0
A Modular-based Strategy for Mitigating Gradient Conflicts in Simultaneous Speech Translation—0
Robust Long-Range Perception Against Sensor Misalignment in Autonomous Vehicles—0
Robustly Optimized and Distilled Training for Natural Language Understanding—0
Robust Multi-Modal Speech In-Painting: A Sequence-to-Sequence Approach—0
XLTime: A Cross-Lingual Knowledge Transfer Framework for Temporal Expression Extraction—0
AMMSM: Adaptive Motion Magnification and Sparse Mamba for Micro-Expression Recognition—0
Unsupervised Domain Adaptation: A Multi-task Learning-based Method—0
Robust Online Multi-Task Learning with Correlative and Personalized Structures—0
Robust Scatterer Number Density Segmentation of Ultrasound Images—0
Robust Task Clustering for Deep Many-Task Learning—0
Unsupervised Domain Adaptation for Dysarthric Speech Detection via Domain Adversarial Training and Mutual Information Minimization—0
Unsupervised Domain Adaptation in Semantic Segmentation: a Review—0
A Mixed Learning Objective for Neural Machine Translation—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