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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 2501–2525 of 3687 papers

TitleStatusHype
Two-level Attention with Two-stage Multi-task Learning for Facial Emotion Recognition—0
Adaptive Activation Network and Functional Regularization for Efficient and Flexible Deep Multi-Task Learning—0
MUSER: MUltimodal Stress Detection using Emotion Recognition as an Auxiliary Task—0
Domain Aware Training for Far-field Small-footprint Keyword Spotting—0
Mutual Learning to Adapt for Joint Human Parsing and Pose Estimation—0
A Novel Multi-task Deep Learning Model for Skin Lesion Segmentation and Classification—0
MyoDex: A Generalizable Prior for Dexterous Manipulation—0
Myope Models -- Are face presentation attack detection models short-sighted?—0
Nacala-Roof-Material: Drone Imagery for Roof Detection, Classification, and Segmentation to Support Mosquito-borne Disease Risk Assessment—0
Named Entity Recognition in Multi-level Contexts—0
Anomalous Sound Detection Using a Binary Classification Model and Class Centroids—0
Two-Stage Deep Learning Framework for Quality Assessment of Left Atrial Late Gadolinium Enhanced MRI Images—0
NAN: A Training-Free Solution to Coefficient Estimation in Model Merging—0
An Offline Reinforcement Learning Algorithm Customized for Multi-Task Fusion in Large-Scale Recommender Systems—0
Natural Language Generation at Scale: A Case Study for Open Domain Question Answering—0
A Two-Stage Learning-to-Defer Approach for Multi-Task Learning—0
Navigating the Trade-Off between Multi-Task Learning and Learning to Multitask in Deep Neural Networks—0
Who speaks like a style of Vitamin: Towards Syntax-Aware DialogueSummarization using Multi-task Learning—0
Two-Stream Multi-Task Network for Fashion Recognition—0
Why is the winner the best?—0
Nested and Balanced Entity Recognition using Multi-Task Learning—0
Netmarble AI Center's WMT21 Automatic Post-Editing Shared Task Submission—0
Netmarble AI Center’s WMT21 Automatic Post-Editing Shared Task Submission—0
Network Clustering for Multi-task Learning—0
WideResNet with Joint Representation Learning and Data Augmentation for Cover Song Identification—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