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 776–800 of 3687 papers

TitleStatusHype
DynamoNet: Dynamic Action and Motion Network—0
Deep Depression Prediction on Longitudinal Data via Joint Anomaly Ranking and Classification—0
Deep Multi-Task Learning for Cooperative NOMA: System Design and Principles—0
A Unified Framework for Adaptive Representation Enhancement and Inversed Learning in Cross-Domain Recommendation—0
Deep Multi-Task Learning for Aspect Term Extraction with Memory Interaction—0
Deep Multi-Task Learning for Anomalous Driving Detection Using CAN Bus Scalar Sensor Data—0
A Unified Architecture for Semantic Role Labeling and Relation Classification—0
A Multi-Task Architecture on Relevance-based Neural Query Translation—0
Deep Multi-Task Learning for Joint Localization, Perception, and Prediction—0
Deep Multi-Task Learning for Malware Image Classification—0
Deep Multi-task Learning for Railway Track Inspection—0
Deep multi-task learning for a geographically-regularized semantic segmentation of aerial images—0
Lane Change Intention Recognition and Vehicle Status Prediction for Autonomous Vehicles—0
Deep Multi-Task Learning to Recognise Subtle Facial Expressions of Mental States—0
Deep Multi-Task Learning via Generalized Tensor Trace Norm—0
Deep multi-task learning with low level tasks supervised at lower layers—0
Deep Multi-Task Learning with Shared Memory—0
Deep Multi-Task Learning with Shared Memory for Text Classification—0
Deep Multi-Task Model for Sarcasm Detection and Sentiment Analysis in Arabic Language—0
Deep Multi-Task Models for Misogyny Identification and Categorization on Arabic Social Media—0
Deep Multi-task Multi-label CNN for Effective Facial Attribute Classification—0
Deep Multi-task Prediction of Lung Cancer and Cancer-free Progression from Censored Heterogenous Clinical Imaging—0
A Unified Multi-Task Learning Architecture for Hate Detection Leveraging User-Based Information—0
A Deep Multi-task Learning Approach to Skin Lesion Classification—0
Deep Multistage Multi-Task Learning for Quality Prediction of Multistage Manufacturing Systems—0
Show:102550
← PrevPage 32 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