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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

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Showing 3551–3600 of 3687 papers

TitleStatusHype
Multi-Task Dynamical SystemsCode0
DEMO-Net: Degree-specific Graph Neural Networks for Node and Graph ClassificationCode0
Multi-Task Feature Learning for Knowledge Graph Enhanced RecommendationCode0
Test Case-Informed Knowledge Tracing for Open-ended Coding TasksCode0
Similarity-based Memory Enhanced Joint Entity and Relation ExtractionCode0
AdaMTL: Adaptive Input-dependent Inference for Efficient Multi-Task LearningCode0
FCSR-GAN: Joint Face Completion and Super-resolution via Multi-task LearningCode0
Multi-task Geometric Estimation of Depth and Surface Normal from Monocular 360° ImagesCode0
Multi-Task Graph AutoencodersCode0
Fast Multiple Landmark Localisation Using a Patch-based Iterative NetworkCode0
fairseq S2T: Fast Speech-to-Text Modeling with fairseqCode0
Fairness in Multi-Task Learning via Wasserstein BarycentersCode0
Physics-informed MTA-UNet: Prediction of Thermal Stress and Thermal Deformation of SatellitesCode0
ALUE: Arabic Language Understanding EvaluationCode0
What is Right for Me is Not Yet Right for You: A Dataset for Grounding Relative Directions via Multi-Task LearningCode0
Multi-Tasking Genetic Algorithm (MTGA) for Fuzzy System OptimizationCode0
Multi-task Item-attribute Graph Pre-training for Strict Cold-start Item RecommendationCode0
Facial Emotion Recognition: A multi-task approach using deep learningCode0
Achievement-Based Training Progress Balancing for Multi-Task LearningCode0
Pix3D: Dataset and Methods for Single-Image 3D Shape ModelingCode0
Placenta Segmentation in Ultrasound Imaging: Addressing Sources of Uncertainty and Limited Field-of-ViewCode0
TriangleNet: Edge Prior Augmented Network for Semantic Segmentation through Cross-Task ConsistencyCode0
Facial Affect Recognition in the Wild Using Multi-Task Learning Convolutional NetworkCode0
Multi-task Learning Approach for Intracranial Hemorrhage PrognosisCode0
An Interpretable and Uncertainty Aware Multi-Task Framework for Multi-Aspect Sentiment AnalysisCode0
Multi-Task Learning Approach for Unified Biometric Estimation from Fetal Ultrasound Anomaly ScansCode0
Facial Affect Analysis: Learning from Synthetic Data & Multi-Task Learning ChallengesCode0
Sim-to-Real Causal Transfer: A Metric Learning Approach to Causally-Aware Interaction RepresentationsCode0
Extreme Multi-Domain, Multi-Task Learning With Unified Text-to-Text Transfer TransformersCode0
Plot2API: Recommending Graphic API from Plot via Semantic Parsing Guided Neural NetworkCode0
De-identification of Privacy-related Entities in Job PostingsCode0
Deformable Mixer Transformer with Gating for Multi-Task Learning of Dense PredictionCode0
PMGDA: A Preference-based Multiple Gradient Descent AlgorithmCode0
Multi-task Learning Based Neural Bridging Reference ResolutionCode0
Multitask Learning-Based Neural Bridging Reference ResolutionCode0
Multi-Task Learning based Online Dialogic Instruction Detection with Pre-trained Language ModelsCode0
PMT-IQA: Progressive Multi-task Learning for Blind Image Quality AssessmentCode0
Text Categorization by Learning Predominant Sense of Words as Auxiliary TaskCode0
A Late-Stage Bitemporal Feature Fusion Network for Semantic Change DetectionCode0
Multi-Task Learning by Deep Collaboration and Application in Facial Landmark DetectionCode0
Text Detoxification as Style Transfer in English and HindiCode0
Unsupervised and Interpretable Domain Adaptation to Rapidly Filter Tweets for Emergency ServicesCode0
Defending Pre-trained Language Models from Adversarial Word Substitutions Without Performance SacrificeCode0
Multi-Task Learning Enhanced Single Image De-RainingCode0
DeepSkeleton: Learning Multi-task Scale-associated Deep Side Outputs for Object Skeleton Extraction in Natural ImagesCode0
Multi-task Learning for Aggregated Data using Gaussian ProcessesCode0
Multi-Task Learning for Argumentation Mining in Low-Resource SettingsCode0
Deep Plug-and-Play Prior for Multitask Channel Reconstruction in Massive MIMO SystemsCode0
Simultaneous prediction of hand gestures, handedness, and hand keypoints using thermal imagesCode0
A Unified Framework for Generalizable Style Transfer: Style and Content SeparationCode0
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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