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 19011925 of 3687 papers

TitleStatusHype
Selective Inference for Sparse Multitask Regression with Applications in Neuroimaging0
Self-boosted Time-series Forecasting with Multi-task and Multi-view Learning0
Self-Evolutionary Optimization for Pareto Front Learning0
Self-Learning Camera: Autonomous Adaptation of Object Detectors to Unlabeled Video Streams0
Self-MI: Efficient Multimodal Fusion via Self-Supervised Multi-Task Learning with Auxiliary Mutual Information Maximization0
Self-Paced Multi-Task Learning0
Self-Path: Self-supervision for Classification of Pathology Images with Limited Annotations0
Self-Supervised Embeddings for Detecting Individual Symptoms of Depression0
Self-supervised Hypergraphs for Learning Multiple World Interpretations0
Self-supervised Multimodal Speech Representations for the Assessment of Schizophrenia Symptoms0
Self-supervised Multi-task Learning Framework for Safety and Health-Oriented Connected Driving Environment Perception using Onboard Camera0
Self-Training and Multi-Task Learning for Limited Data: Evaluation Study on Object Detection0
Semantic-CD: Remote Sensing Image Semantic Change Detection towards Open-vocabulary Setting0
Semantic Multi-Resolution Communications0
Semantics-Depth-Symbiosis: Deeply Coupled Semi-Supervised Learning of Semantics and Depth0
Semantic Structure Extraction for Spreadsheet Tables with a Multi-task Learning Architecture0
Semi-Automatic RECIST Labeling on CT Scans with Cascaded Convolutional Neural Networks0
Semisoft Task Clustering for Multi-Task Learning0
Semi-Supervised Learning for Neural Keyphrase Generation0
Semi-supervised Learning with a Teacher-student Network for Generalized Attribute Prediction0
Semi-Supervised Multi-Task Learning Based Framework for Power System Security Assessment0
Semi-supervised Multi-task Learning for Semantics and Depth0
Semi-supervised multi-task learning for lung cancer diagnosis0
Semi-Supervised Multi-Task Learning With Chest X-Ray Images0
Semi-Supervised Semantic Segmentation in Earth Observation: The MiniFrance Suite, Dataset Analysis and Multi-task Network Study0
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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