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 32513275 of 3687 papers

TitleStatusHype
A Personal Privacy Preserving Framework: I Let You Know Who Can See What0
Multi-Task Learning with Incomplete Data for Healthcare0
Regularizing Autoencoder-Based Matrix Completion Models via Manifold Learning0
Polarity and Intensity: the Two Aspects of Sentiment Analysis0
Discriminative Feature Learning with Foreground Attention for Person Re-Identification0
Improving part-of-speech tagging via multi-task learning and character-level word representations0
A Unified Framework for Structured Low-rank Matrix Learning0
Nonparametric variable importance using an augmented neural network with multi-task learningCode0
Multi-task learning for historical text normalization: Size matters0
Multi-task learning for interpretable cause of death classification using key phrase prediction0
Character-level Supervision for Low-resource POS Tagging0
Adaptive Knowledge Sharing in Multi-Task Learning: Improving Low-Resource Neural Machine Translation0
Supervised Treebank Conversion: Data and Approaches0
A Multi-lingual Multi-task Architecture for Low-resource Sequence LabelingCode0
Multimodal Language Analysis in the Wild: CMU-MOSEI Dataset and Interpretable Dynamic Fusion Graph0
A Multi-Task Learning Approach for Meal Assessment0
3D RoI-aware U-Net for Accurate and Efficient Colorectal Tumor SegmentationCode0
Semi-Automatic RECIST Labeling on CT Scans with Cascaded Convolutional Neural Networks0
Explainable Outfit Recommendation with Joint Outfit Matching and Comment Generation0
Multi-task WaveNet: A Multi-task Generative Model for Statistical Parametric Speech Synthesis without Fundamental Frequency Conditions0
Gradient Adversarial Training of Neural Networks0
Dynamic Multi-Level Multi-Task Learning for Sentence Simplification0
Standard Plane Detection in 3D Fetal Ultrasound Using an Iterative Transformation NetworkCode0
Fast Multiple Landmark Localisation Using a Patch-based Iterative NetworkCode0
GILE: A Generalized Input-Label Embedding for Text ClassificationCode0
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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