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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 2301–2325 of 3687 papers

TitleStatusHype
PeaceGAN: A GAN-based Multi-Task Learning Method for SAR Target Image Generation with a Pose Estimator and an Auxiliary Classifier—0
Supervised Chorus Detection for Popular Music Using Convolutional Neural Network and Multi-task Learning—0
Self-Supervised Learning in Multi-Task Graphs through Iterative Consensus ShiftCode0
Embracing the Disharmony in Medical Imaging: A Simple and Effective Framework for Domain Adaptation—0
Leveraging Multi-domain, Heterogeneous Data using Deep Multitask Learning for Hate Speech DetectionCode0
Exploiting Method Names to Improve Code Summarization: A Deliberation Multi-Task Learning Approach—0
Let-Mi: An Arabic Levantine Twitter Dataset for Misogynistic LanguageCode0
Revisiting the Loss Weight Adjustment in Object DetectionCode0
Code Completion by Modeling Flattened Abstract Syntax Trees as Graphs—0
Robustly Optimized and Distilled Training for Natural Language Understanding—0
Multi-task learning for virtual flow metering—0
NeuralHumanFVV: Real-Time Neural Volumetric Human Performance Rendering using RGB Cameras—0
Revisiting Model's Uncertainty and Confidences for Adversarial Example DetectionCode0
"Sharks are not the threat humans are": Argument Component Segmentation in School Student Essays—0
Harnessing Geometric Constraints from Emotion Labels to improve Face Verification—0
MD-MTL: An Ensemble Med-Multi-Task Learning Package for DiseaseScores Prediction and Multi-Level Risk Factor Analysis—0
Attention-Enhanced Cross-Task Network for Analysing Multiple Attributes of Lung Nodules in CT—0
Multi-task Learning by Leveraging the Semantic Information—0
Probabilistic Inference for Structural Health Monitoring: New Modes of Learning from Data—0
Incorporating VAD into ASR System by Multi-task Learning—0
UniT: Multimodal Multitask Learning with a Unified TransformerCode0
Decoupled and Memory-Reinforced Networks: Towards Effective Feature Learning for One-Step Person SearchCode0
Sign-regularized Multi-task Learning—0
Intrinsically Motivated Open-Ended Multi-Task Learning Using Transfer Learning to Discover Task HierarchyCode0
Efficient Reinforcement Learning in Resource Allocation Problems Through Permutation Invariant Multi-task Learning—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