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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 2501–2550 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
Networked Time Series Imputation via Position-aware Graph Enhanced Variational Autoencoders—0
Network-Scale Traffic Modeling and Forecasting with Graphical Lasso and Neural Networks—0
Neural Aesthetic Image Reviewer—0
Neural and FST-based approaches to grammatical error correction—0
Neural Architectures for Multilingual Semantic Parsing—0
Neural Chinese Word Segmentation with Dictionary Knowledge—0
Adapt-and-Adjust: Overcoming the Long-Tail Problem of Multilingual Speech Recognition—0
UFO: A UniFied TransfOrmer for Vision-Language Representation Learning—0
NeuralHOFusion: Neural Volumetric Rendering under Human-object Interactions—0
Annotations Matter: Leveraging Multi-task Learning to Parse UD and SUD—0
NeuralHumanFVV: Real-Time Neural Volumetric Human Performance Rendering using RGB Cameras—0
Neural Joint Learning for Classifying Wikipedia Articles into Fine-grained Named Entity Types—0
Neural Knowledge Extraction From Cloud Service Incidents—0
Neural Machine Translation for Bilingually Scarce Scenarios: A Deep Multi-task Learning Approach—0
Neural MOS Prediction for Synthesized Speech Using Multi-Task Learning With Spoofing Detection and Spoofing Type Classification—0
Adapt3R: Adaptive 3D Scene Representation for Domain Transfer in Imitation Learning—0
Neural Multi-Task Learning for Stance Prediction—0
Neural Multi-Task Learning for Teacher Question Detection in Online Classrooms—0
Neural Multi-task Learning in Automated Assessment—0
Neural population geometry and optimal coding of tasks with shared latent structure—0
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks—0
Anno-incomplete Multi-dataset Detection—0
UHH-LT at SemEval-2019 Task 6: Supervised vs. Unsupervised Transfer Learning for Offensive Language Detection—0
An Iterative Polishing Framework based on Quality Aware Masked Language Model for Chinese Poetry Generation—0
New Advances in Body Composition Assessment with ShapedNet: A Single Image Deep Regression Approach—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