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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 451500 of 3687 papers

TitleStatusHype
Relation-Aware Collaborative Learning for Unified Aspect-Based Sentiment AnalysisCode1
Bayesian Uncertainty for Gradient Aggregation in Multi-Task LearningCode1
End-to-end Autonomous Driving with Semantic Depth Cloud Mapping and Multi-agentCode1
Representation Surgery for Multi-Task Model MergingCode1
An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language ModelsCode1
A Simple and Efficient Multi-Task Learning Approach for Conditioned Dialogue GenerationCode1
Cascading Residual Graph Convolutional Network for Multi-Behavior RecommendationCode1
R-LoRA: Random Initialization of Multi-Head LoRA for Multi-Task LearningCode1
Generalized Multi-Task Learning from Substantially Unlabeled Multi-Source Medical Image DataCode1
Robust Multi-Task Learning and Online Refinement for Spacecraft Pose Estimation across Domain GapCode1
Improving End-to-End Task-Oriented Dialog System with A Simple Auxiliary TaskCode1
RRPN++: Guidance Towards More Accurate Scene Text DetectionCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
CERBERUS: Simple and Effective All-In-One Automotive Perception Model with Multi Task LearningCode1
Searching for Effective Neural Network Architectures for Heart Murmur Detection from PhonocardiogramCode1
Beyond expectation: Deep joint mean and quantile regression for spatio-temporal problemsCode1
Adversarial Multi-task Learning Enhanced Physics-informed Neural Networks for Solving Partial Differential EquationsCode1
Global and Local Hierarchy-aware Contrastive Framework for Implicit Discourse Relation RecognitionCode1
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine LearningCode1
Global-Reasoned Multi-Task Learning Model for Surgical Scene UnderstandingCode1
A Multi-view Multi-task Learning Framework for Multi-variate Time Series ForecastingCode1
Improving AMR Parsing with Sequence-to-Sequence Pre-trainingCode1
Improving evidential deep learning via multi-task learningCode1
Bi-Directional Attention for Joint Instance and Semantic Segmentation in Point CloudsCode1
Improving Semi-Supervised and Domain-Adaptive Semantic Segmentation with Self-Supervised Depth EstimationCode1
Gradient Vaccine: Investigating and Improving Multi-task Optimization in Massively Multilingual ModelsCode1
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
Camera Calibration through Camera Projection LossCode1
Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based RecommendationCode1
Hierarchical Multi-Label Classification of Scientific DocumentsCode1
Image-Based and Partially Categorical Annotating Approach for Pedestrian Attribute RecognitionCode1
Sonicverse: A Multisensory Simulation Platform for Embodied Household Agents that See and HearCode1
BioREx: Improving Biomedical Relation Extraction by Leveraging Heterogeneous DatasetsCode1
GS-Phong: Meta-Learned 3D Gaussians for Relightable Novel View SynthesisCode1
SpeechNet: A Universal Modularized Model for Speech Processing TasksCode1
BoIR: Box-Supervised Instance Representation for Multi-Person Pose EstimationCode1
SpreadGNN: Serverless Multi-task Federated Learning for Graph Neural NetworksCode1
Hand Image Understanding via Deep Multi-Task LearningCode1
Analyzing Multi-Task Learning for Abstractive Text SummarizationCode1
Stance Detection Benchmark: How Robust Is Your Stance Detection?Code1
HEProto: A Hierarchical Enhancing ProtoNet based on Multi-Task Learning for Few-shot Named Entity RecognitionCode1
Hierarchical Document Refinement for Long-context Retrieval-augmented GenerationCode1
An Efficient Framework for Clustered Federated LearningCode1
Heterogeneous Multi-task Learning with Expert DiversityCode1
Hierarchical Pronunciation Assessment with Multi-Aspect AttentionCode1
HLDC: Hindi Legal Documents CorpusCode1
Hierarchical Time-Aware Mixture of Experts for Multi-Modal Sequential RecommendationCode1
HiNet: Novel Multi-Scenario & Multi-Task Learning with Hierarchical Information ExtractionCode1
Hyperspherical Embedding for Point Cloud CompletionCode1
Improvable Gap Balancing for Multi-Task LearningCode1
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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