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 601625 of 3687 papers

TitleStatusHype
Killing Four Birds with Two Stones: Multi-Task Learning for Non-Literal Language DetectionCode0
Knowledge-Empowered Representation Learning for Chinese Medical Reading Comprehension: Task, Model and ResourcesCode0
An All-In-One Convolutional Neural Network for Face AnalysisCode0
KFC: Kinship Verification with Fair Contrastive Loss and Multi-Task LearningCode0
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
KGP at SemEval-2021 Task 8: Leveraging Multi-Staged Language Models for Extracting Measurements, their Attributes and RelationsCode0
Large-Scale End-to-End Multilingual Speech Recognition and Language Identification with Multi-Task LearningCode0
Learning Relatedness between Types with Prototypes for Relation ExtractionCode0
An adaptive denoising recommendation algorithm for causal separation biasCode0
Adversarial Multi-task Learning for End-to-end Metaphor DetectionCode0
Bidirectional Domain Adaptation Using Weighted Multi-Task LearningCode0
Joint Learning of Saliency Detection and Weakly Supervised Semantic SegmentationCode0
Beyond task success: A closer look at jointly learning to see, ask, and GuessWhatCode0
A Deep Convolutional Neural Networks Based Multi-Task Ensemble Model for Aspect and Polarity Classification in Persian ReviewsCode0
ANA at SemEval-2020 Task 4: mUlti-task learNIng for cOmmonsense reasoNing (UNION)Code0
Joint Iris Segmentation and Localization Using Deep Multi-task Learning FrameworkCode0
Restoring Images with Unknown Degradation Factors by Recurrent Use of a Multi-branch NetworkCode0
Joint multi-task learning improves weakly-supervised biomarker prediction in computational pathologyCode0
Joint Acne Image Grading and Counting via Label Distribution LearningCode0
Beyond Sharing: Conflict-Aware Multivariate Time Series Anomaly DetectionCode0
Joint Alignment of Multi-Task Feature and Label Spaces for Emotion Cause Pair ExtractionCode0
Beyond Knowledge Silos: Task Fingerprinting for Democratization of Medical Imaging AICode0
Joint CTC-Attention based End-to-End Speech Recognition using Multi-task LearningCode0
It Takes Two Flints to Make a Fire: Multitask Learning of Neural Relation and Explanation ClassifiersCode0
Show:102550
← PrevPage 25 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