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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2076–2100 of 3687 papers

TitleStatusHype
SpeechNet: A Universal Modularized Model for Speech Processing TasksCode1
Joint Registration and Segmentation via Multi-Task Learning for Adaptive Radiotherapy of Prostate Cancer—0
Nonparametric Trace Regression in High Dimensions via Sign Series Representation—0
Scaling End-to-End Models for Large-Scale Multilingual ASR—0
Out-of-Scope Domain and Intent Classification through Hierarchical Joint ModelingCode0
Segmentation-grounded Scene Graph Generation—0
Adversarial Multi-task Learning Enhanced Physics-informed Neural Networks for Solving Partial Differential EquationsCode1
Multi-Task Learning of Query Intent and Named Entities using Transfer Learning—0
Communication-Efficient and Personalized Federated Lottery Ticket Learning—0
Multi-Task Learning for End-to-End ASR Word and Utterance Confidence with Deletion Prediction—0
Weakly Supervised Multi-task Learning for Concept-based Explainability—0
T2NER: Transformers based Transfer Learning Framework for Named Entity RecognitionCode1
Weakly-supervised Multi-task Learning for Multimodal Affect Recognition—0
Reset-Free Reinforcement Learning via Multi-Task Learning: Learning Dexterous Manipulation Behaviors without Human Intervention—0
Multi-task Semi-supervised Learning for Pulmonary Lobe Segmentation—0
Multi-task Learning with Attention for End-to-end Autonomous Driving—0
MagicPai at SemEval-2021 Task 7: Method for Detecting and Rating Humor Based on Multi-Task Adversarial Training—0
Efficient Retrieval Optimized Multi-task Learning—0
Hierarchically Modeling Micro and Macro Behaviors via Multi-Task Learning for Conversion Rate Prediction—0
WASSA@IITK at WASSA 2021: Multi-task Learning and Transformer Finetuning for Emotion Classification and Empathy Prediction—0
LaTeX-Numeric: Language-agnostic Text attribute eXtraction for E-commerce Numeric Attributes—0
Multi-target prediction for dummies using two-branch neural networks—0
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
Deep Latent Emotion Network for Multi-Task Learning—0
Distantly Supervised Relation Extraction with Sentence Reconstruction and Knowledge Base Priors—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