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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 251300 of 3687 papers

TitleStatusHype
DeMT: Deformable Mixer Transformer for Multi-Task Learning of Dense PredictionCode1
MerRec: A Large-scale Multipurpose Mercari Dataset for Consumer-to-Consumer Recommendation SystemsCode1
MetaBEV: Solving Sensor Failures for BEV Detection and Map SegmentationCode1
MetaICL: Learning to Learn In ContextCode1
AdaMSS: Adaptive Multi-Modality Segmentation-to-Survival Learning for Survival Outcome Prediction from PET/CT ImagesCode1
Deep Homography Estimation for Dynamic ScenesCode1
DeepMTS: Deep Multi-task Learning for Survival Prediction in Patients with Advanced Nasopharyngeal Carcinoma using Pretreatment PET/CTCode1
Denoising Task Routing for Diffusion ModelsCode1
Dataless Knowledge Fusion by Merging Weights of Language ModelsCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
DaWin: Training-free Dynamic Weight Interpolation for Robust AdaptationCode1
Aggression and Misogyny Detection using BERT: A Multi-Task ApproachCode1
Specialty-Oriented Generalist Medical AI for Chest CT ScreeningCode1
Curriculum-based Asymmetric Multi-task Reinforcement LearningCode1
DeepCVA: Automated Commit-level Vulnerability Assessment with Deep Multi-task LearningCode1
DESCN: Deep Entire Space Cross Networks for Individual Treatment Effect EstimationCode1
Efficient Diffusion Training via Min-SNR Weighting StrategyCode1
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task LearningCode1
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task IntegrationCode1
CoTexT: Multi-task Learning with Code-Text TransformerCode1
Conflict-Averse Gradient Descent for Multi-task LearningCode1
ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text TranslationCode1
Context-Aware Answer Extraction in Question AnsweringCode1
COVID-CT-Dataset: A CT Scan Dataset about COVID-19Code1
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesCode1
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and GenerationCode1
CIF: Continuous Integrate-and-Fire for End-to-End Speech RecognitionCode1
CH-SIMS: A Chinese Multimodal Sentiment Analysis Dataset with Fine-grained Annotation of ModalityCode1
Compressed Context Memory For Online Language Model InteractionCode1
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
APE: Argument Pair Extraction from Peer Review and Rebuttal via Multi-task LearningCode1
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less DataCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
Continued Pretraining for Better Zero- and Few-Shot PromptabilityCode1
APGL4SR: A Generic Framework with Adaptive and Personalized Global Collaborative Information in Sequential RecommendationCode1
Copolymer Informatics with Multi-Task Deep Neural NetworksCode1
A generic physics-informed neural network-based framework for reliability assessment of multi-state systemsCode1
CTIN: Robust Contextual Transformer Network for Inertial NavigationCode1
An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment AnalysisCode1
An Investigation of End-to-End Models for Robust Speech RecognitionCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
Cyclic Learning: Bridging Image-level Labels and Nuclei Instance SegmentationCode1
A Gradually Soft Multi-Task and Data-Augmented Approach to Medical Question UnderstandingCode1
Annotating Columns with Pre-trained Language ModelsCode1
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
Deeper Task-Specificity Improves Joint Entity and Relation ExtractionCode1
Deep Learning for Automatic Pneumonia DetectionCode1
Anomaly Detection in Video via Self-Supervised and Multi-Task LearningCode1
Deep Multi-Task Learning for SSVEP Detection and Visual Response MappingCode1
Causal Inference for Chatting HandoffCode1
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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