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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 2251–2275 of 3687 papers

TitleStatusHype
SPARTA: Speaker Profiling for ARabic TAlk—0
Improving EEG Decoding via Clustering-based Multi-task Feature Learning—0
Exploring wav2vec 2.0 on speaker verification and language identification—0
Deep Learning Approach for Matrix Completion Using Manifold Learning—0
Improving Relation Extraction by Leveraging Knowledge Graph Link PredictionCode0
Competitive Simplicity for Multi-Task Learning for Real-Time Foggy Scene Understanding via Domain Adaptation—0
Ditto: Fair and Robust Federated Learning Through PersonalizationCode1
EXTENDING CONDITIONAL CONVOLUTION STRUCTURES FOR ENHANCING MULTITASKING CONTINUAL LEARNINGCode1
Traffic flow prediction using Deep Sedenion NetworksCode0
Deep Depression Prediction on Longitudinal Data via Joint Anomaly Ranking and Classification—0
Detecting 32 Pedestrian Attributes for Autonomous VehiclesCode1
Learning Class-Transductive Intent Representations for Zero-shot Intent DetectionCode1
Adapt-and-Adjust: Overcoming the Long-Tail Problem of Multilingual Speech Recognition—0
Extracting Fractional Inspiratory Time from Electrocardiograms—0
Learning Spatial Attention for Face Super-ResolutionCode1
Chinese Grammatical Error Diagnosis with Graph Convolution Network and Multi-task Learning—0
KanCMD: Kannada CodeMixed Dataset for Sentiment Analysis and Offensive Language Detection—0
Exploiting Narrative Context and A Priori Knowledge of Categories in Textual Emotion Classification—0
An Empirical Study on Multi-Task Learning for Text Style Transfer and Paraphrase Generation—0
Semi-supervised Multi-task Learning for Multi-label Fine-grained Sexism ClassificationCode0
Using Eye-tracking Data to Predict the Readability of Brazilian Portuguese Sentences in Single-task, Multi-task and Sequential Transfer Learning Approaches—0
Multi-task Learning of Spoken Language Understanding by Integrating N-Best Hypotheses with Hierarchical Attention—0
Multitask Learning-Based Neural Bridging Reference ResolutionCode0
Knowledge Graph Enhanced Neural Machine Translation via Multi-task Learning on Sub-entity Granularity—0
Knowledge Aware Emotion Recognition in Textual Conversations via Multi-Task Incremental Transformer—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