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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
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
A Large-Scale Corpus of E-mail Conversations with Standard and Two-Level Dialogue Act Annotations—0
Multi-Task Learning for Knowledge Graph Completion with Pre-trained Language ModelsCode1
TableGPT: Few-shot Table-to-Text Generation with Table Structure Reconstruction and Content MatchingCode1
NUT-RC: Noisy User-generated Text-oriented Reading ComprehensionCode0
Modeling Local Contexts for Joint Dialogue Act Recognition and Sentiment Classification with Bi-channel Dynamic Convolutions—0
Joint Entity and Relation Extraction for Legal Documents with Legal Feature Enhancement—0
Syntactic Graph Convolutional Network for Spoken Language Understanding—0
Automatic Charge Identification from Facts: A Few Sentence-Level Charge Annotations is All You NeedCode1
Transformer-based Approach for Predicting Chemical Compound Structures—0
English-to-Chinese Transliteration with Phonetic Auxiliary Task—0
Multi-task Learning for Automated Essay Scoring with Sentiment Analysis—0
Named Entity Recognition in Multi-level Contexts—0
All-in-One: A Deep Attentive Multi-task Learning Framework for Humour, Sarcasm, Offensive, Motivation, and Sentiment on Memes—0
Kungfupanda at SemEval-2020 Task 12: BERT-Based Multi-TaskLearning for Offensive Language DetectionCode1
LT3 at SemEval-2020 Task 8: Multi-Modal Multi-Task Learning for Memotion Analysis—0
CLaC at SemEval-2020 Task 5: Muli-task Stacked Bi-LSTMs—0
Warren at SemEval-2020 Task 4: ALBERT and Multi-Task Learning for Commonsense Validation—0
Gorynych Transformer at SemEval-2020 Task 6: Multi-task Learning for Definition Extraction—0
NTU\_NLP at SemEval-2020 Task 12: Identifying Offensive Tweets Using Hierarchical Multi-Task Learning Approach—0
A convex optimization formulation for multivariate regression—0
Towards Robust Partially Supervised Multi-Structure Medical Image Segmentation on Small-Scale Data—0
A Recurrent Vision-and-Language BERT for NavigationCode1
Distribution Conditional Denoising: A Flexible Discriminative Image Denoiser—0
Latent Group Structured Multi-task Learning—0
Multi-task Language Modeling for Improving Speech Recognition of Rare Words—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