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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 3451–3500 of 3687 papers

TitleStatusHype
CNN-based Cascaded Multi-task Learning of High-level Prior and Density Estimation for Crowd CountingCode0
Structure-Preserving Image Super-resolution via Contextualized Multi-task Learning—0
A Survey on Multi-Task LearningCode0
Multi-Task Learning Using Neighborhood Kernels—0
A Generalized Recurrent Neural Architecture for Text Classification with Multi-Task Learning—0
Vision-Based Multi-Task Manipulation for Inexpensive Robots Using End-To-End Learning from DemonstrationCode0
Multilingual Hierarchical Attention Networks for Document ClassificationCode0
Discriminatory Transfer—0
Learning attention for historical text normalization by learning to pronounce—0
Twitter Demographic Classification Using Deep Multi-modal Multi-task Learning—0
Neural Architectures for Multilingual Semantic Parsing—0
Deep Mixture of Diverse Experts for Large-Scale Visual Recognition—0
Personalization in Goal-Oriented DialogCode0
One Model To Learn Them All—0
An Overview of Multi-Task Learning in Deep Neural NetworksCode0
Exploring the Syntactic Abilities of RNNs with Multi-task LearningCode0
Robust Online Multi-Task Learning with Correlative and Personalized Structures—0
Classifying Documents within Multiple Hierarchical Datasets using Multi-Task Learning—0
Heterogeneous Face Attribute Estimation: A Deep Multi-Task Learning Approach—0
Multi-View Task-Driven Recognition in Visual Sensor Networks—0
Federated Multi-Task LearningCode0
Joint auto-encoders: a flexible multi-task learning framework—0
Deep Learning for Patient-Specific Kidney Graft Survival AnalysisCode0
Multi-Task Learning for Contextual Bandits—0
Latent Multi-task Architecture LearningCode0
One Shot Joint Colocalization and Cosegmentation—0
Will my auxiliary tagging task help? Estimating Auxiliary Tasks Effectivity in Multi-Task Learning—0
Risk Stratification of Lung Nodules Using 3D CNN-Based Multi-task Learning—0
Multi-Task Video Captioning with Video and Entailment Generation—0
Structured low-rank matrix learning: algorithms and applications—0
Learning weakly supervised multimodal phoneme embeddings—0
Neural End-to-End Learning for Computational Argumentation MiningCode0
Adversarial Multi-task Learning for Text Classification—0
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian ProcessesCode0
Multi-Task Learning of Keyphrase Boundary Classification—0
Aligned Image-Word Representations Improve Inductive Transfer Across Vision-Language Tasks—0
Multitask Learning for Mental Health Conditions with Limited Social Media Data—0
Audio-Visual Speech Enhancement Using Multimodal Deep Convolutional Neural Networks—0
Cross-modal Deep Metric Learning with Multi-task Regularization—0
DRAGNN: A Transition-based Framework for Dynamically Connected Neural NetworksCode0
A New Representation of Skeleton Sequences for 3D Action Recognition—0
English Conversational Telephone Speech Recognition by Humans and Machines—0
A Novel Multi-task Deep Learning Model for Skin Lesion Segmentation and Classification—0
Improving Object Detection with Region Similarity Learning—0
Identifying beneficial task relations for multi-task learning in deep neural networksCode0
Co-evolutionary multi-task learning for dynamic time series predictionCode0
DeepNAT: Deep Convolutional Neural Network for Segmenting Neuroanatomy—0
Learning to Multi-Task by Active SamplingCode0
Multi-Task Convolutional Neural Network for Pose-Invariant Face RecognitionCode0
Coordinated Online Learning With Applications to Learning User Preferences—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