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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 3526–3550 of 3687 papers

TitleStatusHype
PersEmoN: A Deep Network for Joint Analysis of Apparent Personality, Emotion and Their RelationshipCode0
Feature-weighted elastic net: using "features of features" for better predictionCode0
Detecting Political Biases of Named Entities and Hashtags on TwitterCode0
Persian Natural Language Inference: A Meta-learning approachCode0
A Method for Discovering Novel Classes in Tabular DataCode0
Transformer-based Multi-task Learning for Disaster Tweet CategorisationCode0
Personalization in Goal-Oriented DialogCode0
Multi-Task Convolutional Neural Network for Pose-Invariant Face RecognitionCode0
A Match Made in Heaven: A Multi-task Framework for Hyperbole and Metaphor DetectionCode0
TeamLoRA: Boosting Low-Rank Adaptation with Expert Collaboration and CompetitionCode0
Feature-oriented Deep Learning Framework for Pulmonary Cone-beam CT (CBCT) Enhancement with Multi-task Customized Perceptual LossCode0
UniT: Multimodal Multitask Learning with a Unified TransformerCode0
An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity RecognitionCode0
An Understanding-Oriented Robust Machine Reading Comprehension ModelCode0
An Overview of Multi-Task Learning in Deep Neural NetworksCode0
Adversarial Multi-Task Deep Learning for Noise-Robust Voice Activity Detection with Low Algorithmic DelayCode0
Veritatem Dies Aperit- Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding ApproachCode0
Veritatem Dies Aperit - Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding ApproachCode0
Detecting Moments of Change and Suicidal Risks in Longitudinal User Texts Using Multi-task LearningCode0
Multi-task Deep Reinforcement Learning with PopArtCode0
Detailed delineation of the fetal brain in diffusion MRI via multi-task learningCode0
DenseBox: Unifying Landmark Localization with End to End Object DetectionCode0
Clipped-Objective Policy Gradients for Pessimistic Policy OptimizationCode0
A Novel Multi-Task Learning Approach for Context-Sensitive Compound Type Identification in SanskritCode0
An Integrated Approach for Keyphrase Generation via Exploring the Power of Retrieval and ExtractionCode0
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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