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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 2151–2200 of 3687 papers

TitleStatusHype
Learning Cross-Task Attribute - Attribute Similarity for Multi-task Attribute-Value Extraction—0
Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-TuningCode0
XLPT-AMR: Cross-Lingual Pre-Training via Multi-Task Learning for Zero-Shot AMR Parsing and Text GenerationCode0
Edinburgh’s End-to-End Multilingual Speech Translation System for IWSLT 2021—0
CS-UM6P at SemEval-2021 Task 7: Deep Multi-Task Learning Model for Detecting and Rating Humor and Offense—0
Cambridge at SemEval-2021 Task 1: An Ensemble of Feature-Based and Neural Models for Lexical Complexity Prediction—0
Neural Relighting and Expression Transfer On Video Portraits—0
Recognizing Emotions evoked by Movies using Multitask LearningCode0
Ranking Micro-Influencers: a Novel Multi-Task Learning and Interpretable Framework—0
Tasks Structure Regularization in Multi-Task Learning for Improving Facial Attribute Prediction—0
Exceeding the Limits of Visual-Linguistic Multi-Task Learning—0
BridgeNet: A Joint Learning Network of Depth Map Super-Resolution and Monocular Depth Estimation—0
Fine-Grained Emotion Prediction by Modeling Emotion DefinitionsCode0
Preliminary Steps Towards Federated Sentiment Classification—0
Training multi-objective/multi-task collocation physics-informed neural network with student/teachers transfer learnings—0
Use of speaker recognition approaches for learning and evaluating embedding representations of musical instrument soundsCode0
Federated Semi-Supervised Multi-Task Learning to Detect COVID-19 and Lungs Segmentation Marking Using Chest Radiography Images and Raspberry Pi Devices: An Internet of Medical Things ApplicationCode0
Compositional Models: Multi-Task Learning and Knowledge Transfer with Modular Networks—0
Rethinking Hard-Parameter Sharing in Multi-Domain Learning—0
RECIST-Net: Lesion detection via grouping keypoints on RECIST-based annotation—0
Multiple Instance Learning with Auxiliary Task Weighting for Multiple Myeloma ClassificationCode0
Multi-Task Learning based Online Dialogic Instruction Detection with Pre-trained Language ModelsCode0
Multi-task Learning with Cross Attention for Keyword Spotting—0
CatVRNN: Generating Category Texts via Multi-task LearningCode0
MugRep: A Multi-Task Hierarchical Graph Representation Learning Framework for Real Estate Appraisal—0
Behavior Self-Organization Supports Task Inference for Continual Robot Learning—0
Emotion Recognition with Incomplete Labels Using Modified Multi-task Learning Technique—0
A Multi-modal and Multi-task Learning Method for Action Unit and Expression Recognition—0
FloorLevel-Net: Recognizing Floor-Level Lines with Height-Attention-Guided Multi-task Learning—0
Single Model for Influenza Forecasting of Multiple Countries by Multi-task Learning—0
Learning More for Free - A Multi Task Learning Approach for Improved Pathology Classification in Capsule Endoscopy—0
Discovering Collaborative Signals for Next POI Recommendation with Iterative Seq2Graph Augmentation—0
An Integrated Framework for Two-pass Personalized Voice Trigger—0
Improving Prediction of Low-Prior Clinical Events with Simultaneous General Patient-State Representation Learning—0
Over-the-Air Federated Multi-Task Learning—0
Generative Modeling for Multi-task Visual Learning—0
Phoneme-aware and Channel-wise Attentive Learning for Text DependentSpeaker Verification—0
VOGUE: Answer Verbalization through Multi-Task LearningCode0
Deep Multi-Task Model for Sarcasm Detection and Sentiment Analysis in Arabic Language—0
BERT-based Multi-Task Model for Country and Province Level Modern Standard Arabic and Dialectal Arabic Identification—0
Spatio-Temporal Multi-Task Learning Transformer for Joint Moving Object Detection and Segmentation—0
Enhancing Question Generation with Commonsense Knowledge—0
Facial Action Unit Detection With Transformers—0
Practical Transferability Estimation for Image Classification Tasks—0
Three Birds with One Stone: Multi-Task Temporal Action Detection via Recycling Temporal Annotations—0
Image Change Captioning by Learning From an Auxiliary Task—0
Unsupervised Domain Adaptation for Dysarthric Speech Detection via Domain Adversarial Training and Mutual Information Minimization—0
Multi-Task Learning for User Engagement and Adoption in Live Video Streaming EventsCode0
Multi-Task Learning and Adapted Knowledge Models for Emotion-Cause Extraction—0
Multi-script Handwritten Digit Recognition Using Multi-task Learning—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