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 1401–1425 of 3687 papers

TitleStatusHype
A multi-task U-net for segmentation with lazy labels—0
DUET: Detection Utilizing Enhancement for Text in Scanned or Captured Documents—0
Dual-Label Learning With Irregularly Present Labels—0
Beyond Relevance: Improving User Engagement by Personalization for Short-Video Search—0
Learning to segment microscopy images with lazy labels—0
Dual-Attention Frequency Fusion at Multi-Scale for Joint Segmentation and Deformable Medical Image Registration—0
DTN: Deep Multiple Task-specific Feature Interactions Network for Multi-Task Recommendation—0
DT4ECG: A Dual-Task Learning Framework for ECG-Based Human Identity Recognition and Human Activity Detection—0
DSReg: Using Distant Supervision as a Regularizer—0
Beyond Black \& White: Leveraging Annotator Disagreement via Soft-Label Multi-Task Learning—0
A Multi-task Two-stream Spatiotemporal Convolutional Neural Network for Convective Storm Nowcasting—0
Drugs Resistance Analysis from Scarce Health Records via Multi-task Graph Representation—0
Better Transfer Learning with Inferred Successor Maps—0
A Multi-Task Self-Normalizing 3D-CNN to Infer Tuberculosis Radiological Manifestations—0
A convex optimization formulation for multivariate regression—0
A Bag of Tricks for Dialogue Summarization—0
Driving Scene Perception Network: Real-time Joint Detection, Depth Estimation and Semantic Segmentation—0
Better Together: Using Multi-task Learning to Improve Feature Selection within Structural Datasets—0
DoubleTransfer at MEDIQA 2019: Multi-Source Transfer Learning for Natural Language Understanding in the Medical Domain—0
A Multi-Task, Multi-Modal Approach for Predicting Categorical and Dimensional Emotions—0
Double Meta-Learning for Data Efficient Policy Optimization in Non-Stationary Environments—0
BERT-based Multi-Task Model for Country and Province Level MSA and Dialectal Arabic Identification—0
Domain Generalization for In-Orbit 6D Pose Estimation—0
BERT-based Multi-Task Model for Country and Province Level Modern Standard Arabic and Dialectal Arabic Identification—0
A Multi-task Model for Multilingual Trigger Detection and Classification—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