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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 2151–2200 of 3687 papers

TitleStatusHype
Revisiting Model's Uncertainty and Confidences for Adversarial Example DetectionCode0
Multiple Instance Captioning: Learning Representations from Histopathology Textbooks and ArticlesCode1
"Sharks are not the threat humans are": Argument Component Segmentation in School Student Essays—0
Attention-Enhanced Cross-Task Network for Analysing Multiple Attributes of Lung Nodules in CT—0
Harnessing Geometric Constraints from Emotion Labels to improve Face Verification—0
MD-MTL: An Ensemble Med-Multi-Task Learning Package for DiseaseScores Prediction and Multi-Level Risk Factor Analysis—0
Multi-task Learning by Leveraging the Semantic Information—0
RotoGrad: Gradient Homogenization in Multitask LearningCode1
Probabilistic Inference for Structural Health Monitoring: New Modes of Learning from Data—0
Incorporating VAD into ASR System by Multi-task Learning—0
When Age-Invariant Face Recognition Meets Face Age Synthesis: A Multi-Task Learning FrameworkCode1
Multi-Task Attentive Residual Networks for Argument MiningCode1
UniT: Multimodal Multitask Learning with a Unified TransformerCode0
Decoupled and Memory-Reinforced Networks: Towards Effective Feature Learning for One-Step Person SearchCode0
Sign-regularized Multi-task Learning—0
Intrinsically Motivated Open-Ended Multi-Task Learning Using Transfer Learning to Discover Task HierarchyCode0
Efficient Reinforcement Learning in Resource Allocation Problems Through Permutation Invariant Multi-task Learning—0
Jointly Learning Clinical Entities and Relations with Contextual Language Models and Explicit Context—0
Large-Scale Meta-Learning with Continual Trajectory Shifting—0
Multi-Objective Meta Learning—0
Sliced Multi-Marginal Optimal Transport—0
Distillation based Multi-task Learning: A Candidate Generation Model for Improving Reading Duration—0
A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian RegularizationCode1
Exploiting Shared Representations for Personalized Federated LearningCode1
Sequential Recommendation in Online Games with Multiple Sequences, Tasks and User Levels—0
Cross-Domain Multi-Task Learning for Sequential Sentence Classification in Research PapersCode1
An Investigation of End-to-End Models for Robust Speech RecognitionCode1
Multi-Task Reinforcement Learning with Context-based RepresentationsCode1
Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment AnalysisCode1
MIN2Net: End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG ClassificationCode1
Multi-Task Self-Supervised Pre-Training for Music Classification—0
Unifying Vision-and-Language Tasks via Text GenerationCode1
Many Hands Make Light Work: Using Essay Traits to Automatically Score EssaysCode1
Hierarchical Ranking for Answer Selection—0
Learning Twofold Heterogeneous Multi-Task by Sharing Similar Convolution Kernel Pairs—0
Copula-based conformal prediction for Multi-Target Regression—0
Us vs. Them: A Dataset of Populist Attitudes, News Bias and EmotionsCode1
Multi-Modal Aesthetic Assessment for MObile Gaming Image—0
Exploring multi-task multi-lingual learning of transformer models for hate speech and offensive speech identification in social mediaCode0
Language Modelling as a Multi-Task Problem—0
Muppet: Massive Multi-task Representations with Pre-FinetuningCode0
Multi-task Learning Approach for Automatic Modulation and Wireless Signal ClassificationCode1
Network Clustering for Multi-task Learning—0
SOSD-Net: Joint Semantic Object Segmentation and Depth Estimation from Monocular images—0
UniSpeech: Unified Speech Representation Learning with Labeled and Unlabeled DataCode1
Deep Multi-Task Learning for Joint Localization, Perception, and Prediction—0
Task-driven Self-supervised Bi-channel Networks for Diagnosis of Breast Cancers with Mammography—0
SoftNER: Mining Knowledge Graphs From Cloud Incidents—0
Structured Prediction as Translation between Augmented Natural LanguagesCode1
End-to-End Speaker Height and age estimation using Attention Mechanism with LSTM-RNN—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