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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 1451–1475 of 3687 papers

TitleStatusHype
Distribution Matching for Multi-Task Learning of Classification Tasks: a Large-Scale Study on Faces & Beyond—0
Distribution Matching for Heterogeneous Multi-Task Learning: a Large-scale Face Study—0
Bayesian Model Adaptation for Crowd Counts—0
Distribution Conditional Denoising: A Flexible Discriminative Image Denoiser—0
Distributional encoding for Gaussian process regression with qualitative inputs—0
Bayesian Inference with Posterior Regularization and applications to Infinite Latent SVMs—0
Extracting Fractional Inspiratory Time from Electrocardiograms—0
Adversarial Attribute-Image Person Re-identification—0
A Computational Approach to Understand Mental Health from Reddit: Knowledge-aware Multitask Learning Framework—0
7th ABAW Competition: Multi-Task Learning and Compound Expression Recognition—0
Empirical Evaluation of Multi-task Learning in Deep Neural Networks for Natural Language Processing—0
Distributed Stochastic Multi-Task Learning with Graph Regularization—0
Distributed Primal-Dual Optimization for Online Multi-Task Learning—0
Distributed Networked Multi-task Learning—0
Distributed Multi-Task Relationship Learning—0
Bayesian Context Aggregation for Neural Processes—0
A Multi-Task Learning & Generation Framework: Valence-Arousal, Action Units & Primary Expressions—0
Distributed Multi-Task Learning with Shared Representation—0
Distributed Multi-Task Learning for Stochastic Bandits with Context Distribution and Stage-wise Constraints—0
BASIC: Semi-supervised Multi-organ Segmentation with Balanced Subclass Regularization and Semantic-conflict Penalty—0
Distributed Multitask Learning—0
Distributed Deep Reinforcement Learning: An Overview—0
BanditMTL: Bandit-based Multi-task Learning for Text Classification—0
A Multi-Task Learning Framework for Sound Event Detection using High-level Acoustic Characteristics of Sounds—0
Adversarial Attacks on Hidden Tasks in Multi-Task 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