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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 3026–3050 of 3687 papers

TitleStatusHype
Joint Iris Segmentation and Localization Using Deep Multi-task Learning FrameworkCode0
Joint CTC-Attention based End-to-End Speech Recognition using Multi-task LearningCode0
Joint Alignment of Multi-Task Feature and Label Spaces for Emotion Cause Pair ExtractionCode0
UmBERTo-MTSA @ AcCompl-It: Improving Complexity and Acceptability Prediction with Multi-task Learning on Self-Supervised AnnotationsCode0
Joint Acne Image Grading and Counting via Label Distribution LearningCode0
Label Hierarchy Transition: Delving into Class Hierarchies to Enhance Deep ClassifiersCode0
It Takes Two Flints to Make a Fire: Multitask Learning of Neural Relation and Explanation ClassifiersCode0
Data Fusion for Multi-Task Learning of Building Extraction and Height EstimationCode0
To train or not to train adversarially: A study of bias mitigation strategies for speaker recognitionCode0
Is POS Tagging Necessary or Even Helpful for Neural Dependency Parsing?Code0
High-order Joint Constituency and Dependency ParsingCode0
Touch the Core: Exploring Task Dependence Among Hybrid Targets for RecommendationCode0
Cardiac Complication Risk Profiling for Cancer Survivors via Multi-View Multi-Task LearningCode0
Read, Watch, and Move: Reinforcement Learning for Temporally Grounding Natural Language Descriptions in VideosCode0
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart CitiesCode0
Intrinsically Motivated Open-Ended Multi-Task Learning Using Transfer Learning to Discover Task HierarchyCode0
Large Language Models for Ingredient Substitution in Food Recipes using Supervised Fine-tuning and Direct Preference OptimizationCode0
Can Demographic Factors Improve Text Classification? Revisiting Demographic Adaptation in the Age of TransformersCode0
Real-time landmark detection for precise endoscopic submucosal dissection via shape-aware relation networkCode0
Large-Scale End-to-End Multilingual Speech Recognition and Language Identification with Multi-Task LearningCode0
Interpreting and Exploiting Functional Specialization in Multi-Head Attention under Multi-task LearningCode0
Unbiased and Robust: External Attention-enhanced Graph Contrastive Learning for Cross-domain Sequential RecommendationCode0
Data exploitation: multi-task learning of object detection and semantic segmentation on partially annotated dataCode0
CALM: Consensus-Aware Localized Merging for Multi-Task LearningCode0
Latent Entities Extraction: How to Extract Entities that Do Not Appear in the Text?Code0
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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