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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1201–1225 of 3687 papers

TitleStatusHype
Accent Conversion with Articulatory Representations—0
Coordinated Online Learning With Applications to Learning User Preferences—0
ConvNets vs. Transformers: Whose Visual Representations are More Transferable?—0
A Real-Time Multi-Task Learning System for Joint Detection of Face, Facial Landmark and Head Pose—0
Empirical Analysis of Multi-Task Learning for Reducing Model Bias in Toxic Comment Detection—0
Entire Space Multi-Task Modeling via Post-Click Behavior Decomposition for Conversion Rate Prediction—0
Approaching SMM4H with Merged Models and Multi-task Learning—0
A Large-Scale Corpus of E-mail Conversations with Standard and Two-Level Dialogue Act Annotations—0
Conversion of single-energy computed tomography to parametric maps of dual-energy computed tomography using convolutional neural network—0
Convergence rate of Bayesian tensor estimator: Optimal rate without restricted strong convexity—0
Appearance Learning for Image-based Motion Estimation in Tomography—0
Adaptive multi-gradient methods for quasiconvex vector optimization and applications to multi-task learning—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
HF-UNet: Learning Hierarchically Inter-Task Relevance in Multi-Task U-Net for Accurate Prostate Segmentation—0
Human-Centered Prior-Guided and Task-Dependent Multi-Task Representation Learning for Action Recognition Pre-Training—0
Controllable Pareto Multi-Task Learning—0
Controllable Neural Architectures for Multi-Task Control—0
A Point-Based Approach to Efficient LiDAR Multi-Task Perception—0
Controllable Dynamic Multi-Task Architectures—0
Handwritten Amharic Character Recognition Using a Convolutional Neural Network—0
Harnessing expressive capacity of Machine Learning modeling to represent complex coupling of Earth's auroral space weather regimes—0
A Key-Driven Framework for Identity-Preserving Face Anonymization—0
Continual Robot Learning using Self-Supervised Task Inference—0
Adaptive Knowledge Sharing in Multi-Task Learning: Improving Low-Resource Neural Machine Translation—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