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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 1576–1600 of 3687 papers

TitleStatusHype
A Unifying Framework for Typical Multi-Task Multiple Kernel Learning Problems—0
A Multitask Learning Approach for Diacritic Restoration—0
DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection—0
deepSA2018 at SemEval-2018 Task 1: Multi-task Learning of Different Label for Affect in Tweets—0
deep-REMAP: Parameterization of Stellar Spectra Using Regularized Multi-Task Learning—0
A Multi-Task Learning Algorithm for Non-personalized Recommendations—0
DeepPSL: End-to-end perception and reasoning—0
Deep Prompt Multi-task Network for Abuse Language Detection—0
Deep Octonion Networks—0
A Unified Perspective on Multi-Domain and Multi-Task Learning—0
Deep Nonlinear Hyperspectral Unmixing Using Multi-task Learning—0
Deep Neural Network for Blind Visual Quality Assessment of 4K Content—0
DeepNAT: Deep Convolutional Neural Network for Segmenting Neuroanatomy—0
Deep Mutual Learning across Task Towers for Effective Multi-Task Recommender Learning—0
A Unified Multi-Task Learning Framework of Real-Time Drone Supervision for Crowd Counting—0
A Dirty Model for Multi-task Learning—0
A Collaborative Computer Aided Diagnosis (C-CAD) System with Eye-Tracking, Sparse Attentional Model, and Deep Learning—0
3D Object Visibility Prediction in Autonomous Driving—0
基于多任务学习的生成式阅读理解(Generative Reading Comprehension via Multi-task Learning)—0
基于多层次预训练策略和多任务学习的端到端蒙汉语音翻译(End-to-end Mongolian-Chinese Speech Translation Based on Multi-level Pre-training Strategies and Multi-task Learning)—0
Deep Multi-task Prediction of Lung Cancer and Cancer-free Progression from Censored Heterogenous Clinical Imaging—0
A Unified Multi-Task Learning Architecture for Hate Detection Leveraging User-Based Information—0
Jacobian Descent for Multi-Objective Optimization—0
Deep Multi-task Multi-label CNN for Effective Facial Attribute Classification—0
"It's a Match!" -- A Benchmark of Task Affinity Scores for Joint Learning—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