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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 1351–1375 of 3687 papers

TitleStatusHype
Harnessing Geometric Constraints from Emotion Labels to improve Face Verification—0
Cross-Task Attention Network: Improving Multi-Task Learning for Medical Imaging Applications—0
HCL-MTC Hierarchical Contrastive Learning for Multi-label Text Classification—0
HD-PiSSA: High-Rank Distributed Orthogonal Adaptation—0
Hear No Evil: Towards Adversarial Robustness of Automatic Speech Recognition via Multi-Task Learning—0
Cross-Task Knowledge Distillation in Multi-Task Recommendation—0
Cross-topic Argument Mining from Heterogeneous Sources—0
HeMeNet: Heterogeneous Multichannel Equivariant Network for Protein Multitask Learning—0
Adaptive Feature Fusion Neural Network for Glaucoma Segmentation on Unseen Fundus Images—0
Frequency-based Multi Task learning With Attention Mechanism for Fault Detection In Power Systems—0
Heterogeneous Face Attribute Estimation: A Deep Multi-Task Learning Approach—0
Heterogeneous Multi-task Learning for Human Pose Estimation with Deep Convolutional Neural Network—0
An SCMA Receiver for 6G NTN based on Multi-Task Learning—0
Improving EEG Decoding via Clustering-based Multi-task Feature Learning—0
Improving Few-Shot Part Segmentation using Coarse Supervision—0
Heuristic Vision Pre-Training with Self-Supervised and Supervised Multi-Task Learning—0
HF-UNet: Learning Hierarchically Inter-Task Relevance in Multi-Task U-Net for Accurate Prostate Segmentation—0
Hierarchical Adaptive Expert for Multimodal Sentiment Analysis—0
Improving Multiple Documents Grounded Goal-Oriented Dialog Systems via Diverse Knowledge Enhanced Pretrained Language Model—0
Framework for Multi-task Multiple Kernel Learning and Applications in Genome Analysis—0
FPAN: Fine-grained and Progressive Attention Localization Network for Data Retrieval—0
For the Misgendered Chinese in Gender Bias Research: Multi-Task Learning with Knowledge Distillation for Pinyin Name-Gender Prediction—0
CUHK at SemEval-2020 Task 4: CommonSense Explanation, Reasoning and Prediction with Multi-task Learning—0
CO-Net: Learning Multiple Point Cloud Tasks at Once with A Cohesive Network—0
Answering while Summarizing: Multi-task Learning for Multi-hop QA with Evidence Extraction—0
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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