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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 201250 of 3687 papers

TitleStatusHype
FedCL: Federated Multi-Phase Curriculum Learning to Synchronously Correlate User HeterogeneityCode1
Ditto: Fair and Robust Federated Learning Through PersonalizationCode1
A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian RegularizationCode1
Few-shot Knowledge Graph-to-Text Generation with Pretrained Language ModelsCode1
Adjacency List Oriented Relational Fact Extraction via Adaptive Multi-task LearningCode1
FINER: Enhancing State-of-the-art Classifiers with Feature Attribution to Facilitate Security AnalysisCode1
Enhancing Label Correlation Feedback in Multi-Label Text Classification via Multi-Task LearningCode1
A Multi-Task Learning Approach to Linear Multivariate ForecastingCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
A Simple and Efficient Multi-Task Learning Approach for Conditioned Dialogue GenerationCode1
Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning FrameworkCode1
Global and Local Hierarchy-aware Contrastive Framework for Implicit Discourse Relation RecognitionCode1
ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text TranslationCode1
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less DataCode1
A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series DataCode1
Gradient Vaccine: Investigating and Improving Multi-task Optimization in Massively Multilingual ModelsCode1
Graph-based Person Signature for Person Re-IdentificationsCode1
A Multi-Task Learning Framework for Multi-Target Stance DetectionCode1
Compressed Context Memory For Online Language Model InteractionCode1
A Multi-task Learning Framework for Opinion Triplet ExtractionCode1
Hand Image Understanding via Deep Multi-Task LearningCode1
HEProto: A Hierarchical Enhancing ProtoNet based on Multi-Task Learning for Few-shot Named Entity RecognitionCode1
An Efficient Framework for Clustered Federated LearningCode1
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
HiNet: Novel Multi-Scenario & Multi-Task Learning with Hierarchical Information ExtractionCode1
Histogram of Oriented Gradients Meet Deep Learning: A Novel Multi-task Deep Network for Medical Image Semantic SegmentationCode1
Large Scale Holistic Video UnderstandingCode1
How emotional are you? Neural Architectures for Emotion Intensity Prediction in MicroblogsCode1
Conflict-Averse Gradient Descent for Multi-task LearningCode1
Hyperparameter optimization in deep multi-target predictionCode1
Improvable Gap Balancing for Multi-Task LearningCode1
Improved Feature Distillation via Projector EnsembleCode1
Adversarial Multi-task Learning Enhanced Physics-informed Neural Networks for Solving Partial Differential EquationsCode1
Improving End-to-End Task-Oriented Dialog System with A Simple Auxiliary TaskCode1
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and GenerationCode1
Acoustic Prompt Tuning: Empowering Large Language Models with Audition CapabilitiesCode1
Improving Neural Cross-Lingual Summarization via Employing Optimal Transport Distance for Knowledge DistillationCode1
Improving Semi-Supervised and Domain-Adaptive Semantic Segmentation with Self-Supervised Depth EstimationCode1
In Defense of the Unitary Scalarization for Deep Multi-Task LearningCode1
Indoor Scene Recognition in 3DCode1
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesCode1
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
AIONER: All-in-one scheme-based biomedical named entity recognition using deep learningCode1
Analyzing Multi-Task Learning for Abstractive Text SummarizationCode1
Jointformer: Single-Frame Lifting Transformer with Error Prediction and Refinement for 3D Human Pose EstimationCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
Hierarchical Bayesian Modelling for Knowledge Transfer Across Engineering Fleets via Multitask LearningCode1
KuaiRand: An Unbiased Sequential Recommendation Dataset with Randomly Exposed VideosCode1
Combinatorial Optimization Perspective based Framework for Multi-behavior RecommendationCode1
Context-Aware Answer Extraction in Question AnsweringCode1
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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