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 301350 of 3687 papers

TitleStatusHype
Dual-Domain Coarse-to-Fine Progressive Estimation Network for Simultaneous Denoising, Limited-View Reconstruction, and Attenuation Correction of Cardiac SPECTCode1
DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot LearningCode1
Continued Pretraining for Better Zero- and Few-Shot PromptabilityCode1
ELIT: Emory Language and Information ToolkitCode1
AIONER: All-in-one scheme-based biomedical named entity recognition using deep learningCode1
Empirical Bayes Transductive Meta-Learning with Synthetic GradientsCode1
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
End-to-End Multi-Task Learning with AttentionCode1
ENHANCE (ENriching Health data by ANnotations of Crowd and Experts): A case study for skin lesion classificationCode1
Enhancing Label Correlation Feedback in Multi-Label Text Classification via Multi-Task LearningCode1
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and GenerationCode1
Evidentiality-guided Generation for Knowledge-Intensive NLP TasksCode1
APE: Argument Pair Extraction from Peer Review and Rebuttal via Multi-task LearningCode1
Exploiting Learnable Joint Groups for Hand Pose EstimationCode1
APGL4SR: A Generic Framework with Adaptive and Personalized Global Collaborative Information in Sequential RecommendationCode1
Combinatorial Optimization Perspective based Framework for Multi-behavior RecommendationCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
Audio-Visual Deception Detection: DOLOS Dataset and Parameter-Efficient Crossmodal LearningCode1
Federated Multi-Task Learning under a Mixture of DistributionsCode1
FedHCA2: Towards Hetero-Client Federated Multi-Task LearningCode1
AdaMerging: Adaptive Model Merging for Multi-Task LearningCode1
A Large Scale Search Dataset for Unbiased Learning to RankCode1
A Recurrent Vision-and-Language BERT for NavigationCode1
FINER: Enhancing State-of-the-art Classifiers with Feature Attribution to Facilitate Security AnalysisCode1
Flexible Style Image Super-Resolution using Conditional ObjectiveCode1
Florence-2: Advancing a Unified Representation for a Variety of Vision TasksCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
A Simple and Efficient Multi-Task Learning Approach for Conditioned Dialogue GenerationCode1
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesCode1
Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning FrameworkCode1
Compressed Context Memory For Online Language Model InteractionCode1
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task IntegrationCode1
Gradient Remedy for Multi-Task Learning in End-to-End Noise-Robust Speech RecognitionCode1
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object TrackingCode1
360 Depth Estimation in the Wild -- The Depth360 Dataset and the SegFuse NetworkCode1
Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based RecommendationCode1
GS-Phong: Meta-Learned 3D Gaussians for Relightable Novel View SynthesisCode1
Hand Image Understanding via Deep Multi-Task LearningCode1
Ask Your Humans: Using Human Instructions to Improve Generalization in Reinforcement LearningCode1
Adaptive Transfer Learning on Graph Neural NetworksCode1
Hierarchical Document Refinement for Long-context Retrieval-augmented GenerationCode1
Hierarchical Multi-Label Classification of Scientific DocumentsCode1
Deeper Task-Specificity Improves Joint Entity and Relation ExtractionCode1
HLDC: Hindi Legal Documents CorpusCode1
Large Scale Holistic Video UnderstandingCode1
How emotional are you? Neural Architectures for Emotion Intensity Prediction in MicroblogsCode1
An End-to-End Multi-Task Learning Model for Image-based Table RecognitionCode1
Hyperparameter optimization in deep multi-target predictionCode1
Hyperspherical Embedding for Point Cloud CompletionCode1
A Frustratingly Easy Approach for Entity and Relation ExtractionCode1
Show:102550
← PrevPage 7 of 74Next →

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