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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 2751–2800 of 3687 papers

TitleStatusHype
Multi-task Learning for Chest X-ray Abnormality Classification on Noisy Labels—0
Multi-task Learning for Chinese Word Usage Errors Detection—0
Multi-task learning for classification, segmentation, reconstruction, and detection on chest CT scans—0
Multi-task Learning for Concurrent Prediction of Thermal Comfort, Sensation, and Preference—0
Multi-Task Learning for Contextual Bandits—0
Multi-task Learning for Continuous Control—0
Multi-Task Learning for Cross-Lingual Abstractive Summarization—0
Multi-Task Learning for Domain-General Spoken Disfluency Detection in Dialogue Systems—0
Multi-task learning for electronic structure to predict and explore molecular potential energy surfaces—0
Multi-Task Learning for Email Search Ranking with Auxiliary Query Clustering—0
Multi-Task Learning for Emotion Descriptors Estimation at the fourth ABAW Challenge—0
Multi-Task Learning for End-to-End ASR Word and Utterance Confidence with Deletion Prediction—0
Multi-Task Learning for Extracting Menstrual Characteristics from Clinical Notes—0
Multi-Task Learning for Extraction of Adverse Drug Reaction Mentions from Tweets—0
Multi-Task Learning for Fatigue Detection and Face Recognition of Drivers via Tree-Style Space-Channel Attention Fusion Network—0
Multi-Task Learning for Few-Shot Online Adaptation under Signal Temporal Logic Specifications—0
Multi-task Learning for Financial Forecasting—0
Multi-task Learning for Gaussian Graphical Regressions with High Dimensional Covariates—0
Multi-task Learning for Heterogeneous Data via Integrating Shared and Task-Specific Encodings—0
Multi-task Learning for Heterogeneous Multi-source Block-Wise Missing Data—0
Multi-task learning for historical text normalization: Size matters—0
Multi-task Learning for Human Settlement Extent Regression and Local Climate Zone Classification—0
Multi-task Learning for Identification of Porcelain in Song and Yuan Dynasties—0
Multi-Task Learning for Improved Discriminative Training in SMT—0
Multi-Task Learning for Improving Gender Accuracy in Neural Machine Translation—0
Multi-Task Learning for Integrated Automated Contouring and Voxel-Based Dose Prediction in Radiotherapy—0
Multi-task learning for interpretable cause of death classification using key phrase prediction—0
Multi-task Learning for Japanese Predicate Argument Structure Analysis—0
Multi-task learning for jersey number recognition in Ice Hockey—0
Multi-task learning for Joint Language Understanding and Dialogue State Tracking—0
Multi-task Learning for Joint Re-identification, Team Affiliation, and Role Classification for Sports Visual Tracking—0
Multi-Task Learning for Joint Semantic Role and Proto-Role Labeling—0
Multi-Task Learning for Lung sound & Lung disease classification—0
Multi-task Learning for Macromolecule Classification, Segmentation and Coarse Structural Recovery in Cryo-Tomography—0
Multitask Learning for Mental Health Conditions with Limited Social Media Data—0
Multi-Task Learning for Mental Health using Social Media Text—0
Multi-Task Learning for Multi-Dimensional Regression: Application to Luminescence Sensing—0
Multi-task Learning for Multilingual Neural Machine Translation—0
Multi-task Learning for Multi-modal Emotion Recognition and Sentiment Analysis—0
Multi-Task Learning for Multiple Language Translation—0
Multi-task Learning for Natural Language Generation in Task-Oriented Dialogue—0
Multi-task learning for natural language processing in the 2020s: where are we going?—0
Multi-task Learning for Optical Coherence Tomography Angiography (OCTA) Vessel Segmentation—0
Multi-task Learning for Paraphrase Generation With Keyword and Part-of-Speech Reconstruction—0
Multi-task Learning for Personal Health Mention Detection on Social Media—0
Multi-Task Learning for Post-transplant Cause of Death Analysis: A Case Study on Liver Transplant—0
Multi-task Learning for Real-time Autonomous Driving Leveraging Task-adaptive Attention Generator—0
Multitask learning for recognizing stress and depression in social media—0
Multi-Task Learning For Reduced Popularity Bias In Multi-Territory Video Recommendations—0
Multi-Task Learning for Semantic Parsing with Cross-Domain Sketch—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