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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

Showing 426450 of 3687 papers

TitleStatusHype
Multi-Task Learning for Interpretable Weakly Labelled Sound Event DetectionCode1
Multi-task Learning for Radar Signal CharacterisationCode1
Multi-Task Learning for Routing Problem with Cross-Problem Zero-Shot GeneralizationCode1
Multi-Task Learning of Object State Changes from Uncurated VideosCode1
Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and SemanticsCode1
Continued Pretraining for Better Zero- and Few-Shot PromptabilityCode1
Multi-Task Learning with User Preferences: Gradient Descent with Controlled Ascent in Pareto OptimizationCode1
Multi-Task Recommendations with Reinforcement LearningCode1
Multi-Task Reinforcement Learning with Context-based RepresentationsCode1
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task IntegrationCode1
AV-RIR: Audio-Visual Room Impulse Response EstimationCode1
A Multi-Task Learning Framework for Multi-Target Stance DetectionCode1
Wojood: Nested Arabic Named Entity Corpus and Recognition using BERTCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
NeuS: Neutral Multi-News Summarization for Mitigating Framing BiasCode1
A Multi-task Learning Framework for Opinion Triplet ExtractionCode1
Non-Contact Health Monitoring During Daily Personal Care RoutinesCode1
Bayesian Uncertainty for Gradient Aggregation in Multi-Task LearningCode1
OFVL-MS: Once for Visual Localization across Multiple Indoor ScenesCode1
One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and ClassificationCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
Copolymer Informatics with Multi-Task Deep Neural NetworksCode1
CTIN: Robust Contextual Transformer Network for Inertial NavigationCode1
PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in FinanceCode1
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
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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