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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 2976–3000 of 3687 papers

TitleStatusHype
Multi-Task Learning for User Engagement and Adoption in Live Video Streaming EventsCode0
UCD-CS at TREC 2021 Incident Streams TrackCode0
PSMGD: Periodic Stochastic Multi-Gradient Descent for Fast Multi-Objective OptimizationCode0
Deep Cascade Multi-task Learning for Slot Filling in Online Shopping AssistantCode0
A neural network multi-task learning approach to biomedical named entity recognitionCode0
Multi-Task Learning Framework for Extracting Emotion Cause Span and Entailment in ConversationsCode0
Découvrir de nouvelles classes dans des données tabulairesCode0
Thresh: A Unified, Customizable and Deployable Platform for Fine-Grained Text EvaluationCode0
THU\_NGN at SemEval-2018 Task 3: Tweet Irony Detection with Densely connected LSTM and Multi-task LearningCode0
CasCIFF: A Cross-Domain Information Fusion Framework Tailored for Cascade Prediction in Social NetworksCode0
Joint multi-task learning improves weakly-supervised biomarker prediction in computational pathologyCode0
Multi-task learning improves synthetic speech detectionCode0
Joint Training on Multiple Datasets With Inconsistent Labeling Criteria for Facial Expression RecognitionCode0
JPAVE: A Generation and Classification-based Model for Joint Product Attribute Prediction and Value ExtractionCode0
Beyond task success: A closer look at jointly learning to see, ask, and GuessWhatCode0
Attention-based multi-task learning for speech-enhancement and speaker-identification in multi-speaker dialogue scenarioCode0
Spatio-temporal Multi-task Learning for Cardiac MRI Left Ventricle QuantificationCode0
A Distance-Aware Multi-Task Framework for Conversational Discourse ParsingCode0
Tint Your Models Task-wise for Improved Multi-task Model MergingCode0
Attention-Augmented End-to-End Multi-Task Learning for Emotion Prediction from SpeechCode0
A Neural Multi-Task Learning Framework to Jointly Model Medical Named Entity Recognition and NormalizationCode0
Speaker- and Text-Independent Estimation of Articulatory Movements and Phoneme Alignments from SpeechCode0
Decoupled Classification Refinement: Hard False Positive Suppression for Object DetectionCode0
A Tree-Structured Multi-Task Model RecommenderCode0
Dialogue Coherence Assessment Without Explicit Dialogue Act LabelsCode0
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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