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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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1101–1125 of 3687 papers

TitleStatusHype
Simultaneous prediction of hand gestures, handedness, and hand keypoints using thermal imagesCode0
Artificial Intelligence for Dementia Research Methods Optimization—0
Multi-Task Self-Supervised Time-Series Representation Learning—0
MMA-MRNNet: Harnessing Multiple Models of Affect and Dynamic Masked RNN for Precise Facial Expression Intensity Estimation—0
Multi-task neural networks by learned contextual inputs—0
Image-Based and Partially Categorical Annotating Approach for Pedestrian Attribute RecognitionCode1
Curriculum Based Multi-Task Learning for Parkinson's Disease Detection—0
Scalable Attribution of Adversarial Attacks via Multi-Task Learning—0
TUTORING: Instruction-Grounded Conversational Agent for Language Learners—0
A Framework for Unified Real-time Personalized and Non-Personalized Speech Enhancement—0
Unifying Speech Enhancement and Separation with Gradient Modulation for End-to-End Noise-Robust Speech SeparationCode1
Drugs Resistance Analysis from Scarce Health Records via Multi-task Graph Representation—0
Preventing Catastrophic Forgetting in Continual Learning of New Natural Language Tasks—0
MM-SFENet: Multi-scale Multi-task Localization and Classification of Bladder Cancer in MRI with Spatial Feature Encoder Network—0
Recon: Reducing Conflicting Gradients from the Root for Multi-Task LearningCode1
Gradient Remedy for Multi-Task Learning in End-to-End Noise-Robust Speech RecognitionCode1
Device Tuning for Multi-Task Large Model—0
MulGT: Multi-task Graph-Transformer with Task-aware Knowledge Injection and Domain Knowledge-driven Pooling for Whole Slide Image Analysis—0
Transductive Matrix Completion with Calibration for Multi-Task Learning—0
RobustDistiller: Compressing Universal Speech Representations for Enhanced Environment Robustness—0
MaxGNR: A Dynamic Weight Strategy via Maximizing Gradient-to-Noise Ratio for Multi-Task Learning—0
Lip-to-Speech Synthesis in the Wild with Multi-task LearningCode1
Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning?—0
Multi-Task Differential Privacy Under Distribution Skew—0
Extraction of cropland field parcels with high resolution remote sensing using multi-task learningCode1
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All datasetsQM9Cityscapes testNYUv2OMNIGLOTCelebAUTKFacewireframe dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7—Unverified
2CAGrad∆m%112.8—Unverified
3IMTL-G∆m%77.2—Unverified
4Nash-MTL∆m%62—Unverified
5BayesAgg-MTL∆m%53.7—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41—Unverified
2Nash-MTLmIoU75.41—Unverified
3MultiObjectiveOptimizationmIoU66.63—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14—Unverified
2Nash-MTLMean IoU40.13—Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52—Unverified
2Mixture-of-ExpertsAverage Accuracy92.19—Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25—Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23—Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3—Unverified