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

Showing 251275 of 3687 papers

TitleStatusHype
Leveraging convergence behavior to balance conflicting tasks in multi-task learningCode1
Deeper Task-Specificity Improves Joint Entity and Relation ExtractionCode1
Deep Learning for Automatic Pneumonia DetectionCode1
Deep Homography Estimation for Dynamic ScenesCode1
FedHCA2: Towards Hetero-Client Federated Multi-Task LearningCode1
Audio-Visual Deception Detection: DOLOS Dataset and Parameter-Efficient Crossmodal LearningCode1
Explain and Predict, and then Predict AgainCode1
Exploiting Learnable Joint Groups for Hand Pose EstimationCode1
Evaluating Logical Generalization in Graph Neural NetworksCode1
Evidentiality-guided Generation for Knowledge-Intensive NLP TasksCode1
Exploiting Shared Representations for Personalized Federated LearningCode1
A Gradually Soft Multi-Task and Data-Augmented Approach to Medical Question UnderstandingCode1
Enhancing Label Correlation Feedback in Multi-Label Text Classification via Multi-Task LearningCode1
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial TrainingCode1
Aggression and Misogyny Detection using BERT: A Multi-Task ApproachCode1
A generic physics-informed neural network-based framework for reliability assessment of multi-state systemsCode1
ENHANCE (ENriching Health data by ANnotations of Crowd and Experts): A case study for skin lesion classificationCode1
Exploring Correlations of Self-Supervised Tasks for GraphsCode1
A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian RegularizationCode1
Encoding formulas as deep networks: Reinforcement learning for zero-shot execution of LTL formulasCode1
Empirical Bayes Transductive Meta-Learning with Synthetic GradientsCode1
Encoding Visual Attributes in Capsules for Explainable Medical DiagnosesCode1
Ask Your Humans: Using Human Instructions to Improve Generalization in Reinforcement LearningCode1
ELIT: Emory Language and Information ToolkitCode1
Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in TextsCode1
Show:102550
← PrevPage 11 of 148Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7Unverified
2CAGrad∆m%112.8Unverified
3IMTL-G∆m%77.2Unverified
4Nash-MTL∆m%62Unverified
5BayesAgg-MTL∆m%53.7Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41Unverified
2Nash-MTLmIoU75.41Unverified
3MultiObjectiveOptimizationmIoU66.63Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14Unverified
2Nash-MTLMean IoU40.13Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52Unverified
2Mixture-of-ExpertsAverage Accuracy92.19Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3Unverified