SOTAVerified

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

Showing 426450 of 3687 papers

TitleStatusHype
Multi-Task Attentive Residual Networks for Argument MiningCode1
A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian RegularizationCode1
Exploiting Shared Representations for Personalized Federated LearningCode1
Cross-Domain Multi-Task Learning for Sequential Sentence Classification in Research PapersCode1
An Investigation of End-to-End Models for Robust Speech RecognitionCode1
Multi-Task Reinforcement Learning with Context-based RepresentationsCode1
Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment AnalysisCode1
MIN2Net: End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG ClassificationCode1
Unifying Vision-and-Language Tasks via Text GenerationCode1
Many Hands Make Light Work: Using Essay Traits to Automatically Score EssaysCode1
Us vs. Them: A Dataset of Populist Attitudes, News Bias and EmotionsCode1
Multi-task Learning Approach for Automatic Modulation and Wireless Signal ClassificationCode1
UniSpeech: Unified Speech Representation Learning with Labeled and Unlabeled DataCode1
Structured Prediction as Translation between Augmented Natural LanguagesCode1
Explain and Predict, and then Predict AgainCode1
Line Segment Detection Using Transformers without EdgesCode1
PhoNLP: A joint multi-task learning model for Vietnamese part-of-speech tagging, named entity recognition and dependency parsingCode1
Towards Impartial Multi-task LearningCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
Unified Mandarin TTS Front-end Based on Distilled BERT ModelCode1
On Generating Extended Summaries of Long DocumentsCode1
A Paragraph-level Multi-task Learning Model for Scientific Fact-VerificationCode1
Exploiting Learnable Joint Groups for Hand Pose EstimationCode1
Towards Recognizing New Semantic Concepts in New Visual DomainsCode1
Reasoning in Dialog: Improving Response Generation by Context Reading ComprehensionCode1
Show:102550
← PrevPage 18 of 148Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7Unverified
2CAGrad∆m%112.8Unverified
3IMTL-G∆m%77.2Unverified
4Nash-MTL∆m%62Unverified
5BayesAgg-MTL∆m%53.7Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41Unverified
2Nash-MTLmIoU75.41Unverified
3MultiObjectiveOptimizationmIoU66.63Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14Unverified
2Nash-MTLMean IoU40.13Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52Unverified
2Mixture-of-ExpertsAverage Accuracy92.19Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3Unverified