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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 2251–2300 of 3687 papers

TitleStatusHype
Multi-Task Learning for Affect Analysis—0
Transfer Learning for Speech and Language Processing—0
Transfer Learning for the Prediction of Entity Modifiers in Clinical Text: Application to Opioid Use Disorder Case Detection—0
Multi-Task Learning for Argumentation Mining—0
Multi-Task Learning for Arousal and Sleep Stage Detection Using Fully Convolutional Networks—0
Multi-Task Learning for Audio Visual Active Speaker Detection—0
Multi-task Learning for Automated Essay Scoring with Sentiment Analysis—0
Multi-Task Learning for Automotive Foggy Scene Understanding via Domain Adaptation to an Illumination-Invariant Representation—0
Multi-Task Learning for Budbreak Prediction—0
Multi-Task Learning for Calorie Prediction on a Novel Large-Scale Recipe Dataset Enriched with Nutritional Information—0
A Simple General Approach to Balance Task Difficulty in Multi-Task Learning—0
Multi-Task Learning for Chemical Named Entity Recognition with Chemical Compound Paraphrasing—0
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
Transfer Learning from Partial Annotations for Whole Brain Segmentation—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
Zero-Shot Dependency Parsing with Worst-Case Aware Automated Curriculum Learning—0
Multi-Task Learning for Cross-Lingual Abstractive Summarization—0
Transfer Learning in Conversational Analysis through Reusing Preprocessing Data as Supervisors—0
A Semi-supervised Multi-task Learning Approach to Classify Customer Contact Intents—0
When Regression Meets Manifold Learning for Object Recognition and Pose Estimation—0
Transferring from Formal Newswire Domain with Hypernet for Twitter POS Tagging—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
Transferring Object-Scene Convolutional Neural Networks for Event Recognition in Still Images—0
Multi-Task Learning for Few-Shot Online Adaptation under Signal Temporal Logic Specifications—0
Multi-task Learning for Financial Forecasting—0
A Self-Supervised Task for Fault Detection in Satellite Multivariate Time Series—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
A Self-Attentional Neural Architecture for Code Completion with Multi-Task Learning—0
Multi-task Learning for Japanese Predicate Argument Structure Analysis—0
Multi-task learning for jersey number recognition in Ice Hockey—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