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 2876–2900 of 3687 papers

TitleStatusHype
Improving Neural Story Generation by Targeted Common Sense GroundingCode0
Attentive History Selection for Conversational Question AnsweringCode0
Multi-task Learning for Low-resource Second Language Acquisition ModelingCode0
Dedge-AGMNet:an effective stereo matching network optimized by depth edge auxiliary task—0
MTCNET: Multi-task Learning Paradigm for Crowd Count Estimation—0
Jointly Modeling Hierarchical and Horizontal Features for Relational Triple Extraction—0
Mobility-aware Content Preference Learning in Decentralized Caching Networks—0
Dialogue Coherence Assessment Without Explicit Dialogue Act LabelsCode0
Representation Disentanglement for Multi-task Learning with application to Fetal UltrasoundCode0
It Takes Nine to Smell a Rat: Neural Multi-Task Learning for Check-Worthiness Prediction—0
TDAM: a Topic-Dependent Attention Model for Sentiment Analysis—0
Transductive Auxiliary Task Self-Training for Neural Multi-Task Models—0
Empirical Evaluation of Multi-task Learning in Deep Neural Networks for Natural Language Processing—0
To complete or to estimate, that is the question: A Multi-Task Approach to Depth Completion and Monocular Depth Estimation—0
A Single-Shot Arbitrarily-Shaped Text Detector based on Context Attended Multi-Task Learning—0
Conv-MCD: A Plug-and-Play Multi-task Module for Medical Image SegmentationCode0
Detecting semantic anomaliesCode0
Incorporating Relation Knowledge into Commonsense Reading Comprehension with Multi-task Learning—0
Feature Partitioning for Efficient Multi-Task Architectures—0
UM-Adapt: Unsupervised Multi-Task Adaptation Using Adversarial Cross-Task DistillationCode0
Semi-Supervised Multi-Task Learning With Chest X-Ray Images—0
Exploiting Cross-Lingual Speaker and Phonetic Diversity for Unsupervised Subword Modeling—0
Dependency Parsing as Sequence Labeling with Head-Based Encoding and Multi-Task Learning—0
QE BERT: Bilingual BERT Using Multi-task Learning for Neural Quality Estimation—0
Improving Robustness of Neural Machine Translation with Multi-task LearningCode0
Show:102550
← PrevPage 116 of 148Next →
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