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 326350 of 3687 papers

TitleStatusHype
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
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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