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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

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Showing 2551–2600 of 3687 papers

TitleStatusHype
Learning to Profile: User Meta-Profile Network for Few-Shot Learning—0
Parallel Extraction of Long-term Trends and Short-term Fluctuation Framework for Multivariate Time Series Forecasting—0
Stock Index Prediction with Multi-task Learning and Word Polarity Over Time—0
Bowtie Networks: Generative Modeling for Joint Few-Shot Recognition and Novel-View SynthesisCode0
Monocular Instance Motion Segmentation for Autonomous Driving: KITTI InstanceMotSeg Dataset and Multi-task Baseline—0
Weakly-supervised Learning for Single-step Quantitative Susceptibility Mapping—0
Small Towers Make Big Differences—0
Self-Path: Self-supervision for Classification of Pathology Images with Limited Annotations—0
HydraMix-Net: A Deep Multi-task Semi-supervised Learning Approach for Cell Detection and Classification—0
Modeling Prosodic Phrasing with Multi-Task Learning in Tacotron-based TTS—0
Predicting Risk of Developing Diabetic Retinopathy using Deep Learning—0
SynDistNet: Self-Supervised Monocular Fisheye Camera Distance Estimation Synergized with Semantic Segmentation for Autonomous Driving—0
Point or Generate Dialogue State Tracker—0
A Multi-Task Learning Approach for Human Activity Segmentation and Ergonomics Risk AssessmentCode0
Improving on-device speaker verification using federated learning with privacy—0
Learning Boost by Exploiting the Auxiliary Task in Multi-task Domain—0
TPG-DNN: A Method for User Intent Prediction Based on Total Probability Formula and GRU Loss with Multi-task Learning—0
Hybrid Transformer/CTC Networks for Hardware Efficient Voice Triggering—0
Learning Interpretable Microscopic Features of Tumor by Multi-task Adversarial CNNs To Improve GeneralizationCode0
Joint Object Contour Points and Semantics for Instance Segmentation—0
SymmetryNet: Learning to Predict Reflectional and Rotational Symmetries of 3D Shapes from Single-View RGB-D Images—0
Password-conditioned Anonymization and Deanonymization with Face Identity Transformers—0
SimPose: Effectively Learning DensePose and Surface Normals of People from Simulated Data—0
A Multi-Task Learning Neural Network for Emotion-Cause Pair Extraction—0
SimPose: Effectively Learning DensePose and Surface Normals of People from Simulated Data—0
Multi-Task Learning for Multi-Dimensional Regression: Application to Luminescence Sensing—0
Deep Multi-Task Learning for Cooperative NOMA: System Design and Principles—0
OpenRooms: An End-to-End Open Framework for Photorealistic Indoor Scene Datasets—0
Multi-task learning for natural language processing in the 2020s: where are we going?—0
Navigating the Trade-Off between Multi-Task Learning and Learning to Multitask in Deep Neural Networks—0
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization—0
MTL2L: A Context Aware Neural OptimiserCode0
Audio Tagging by Cross Filtering Noisy Labels—0
MTP: Multi-Task Pruning for Efficient Semantic Segmentation Networks—0
Neural MOS Prediction for Synthesized Speech Using Multi-Task Learning With Spoofing Detection and Spoofing Type Classification—0
Fine-Tune Longformer for Jointly Predicting Rumor Stance and Veracity—0
Semi-supervised Learning with a Teacher-student Network for Generalized Attribute Prediction—0
Follow the bisector: a simple method for multi-objective optimizationCode0
HyperGrid: Efficient Multi-Task Transformers with Grid-wise Decomposable Hyper Projections—0
Online Parameter-Free Learning of Multiple Low Variance TasksCode0
Neural Knowledge Extraction From Cloud Service Incidents—0
VRUNet: Multi-Task Learning Model for Intent Prediction of Vulnerable Road Users—0
Deep Multi-task Learning for Facial Expression Recognition and Synthesis Based on Selective Feature Sharing—0
Simultaneous Estimation of X-ray Back-Scatter and Forward-Scatter using Multi-Task Learning—0
A Brief Review of Deep Multi-task Learning and Auxiliary Task Learning—0
An encoder-decoder-based method for COVID-19 lung infection segmentation—0
The NTT DCASE2020 Challenge Task 6 system: Automated Audio Captioning with Keywords and Sentence Length Estimation—0
Towards Emotion-aided Multi-modal Dialogue Act Classification—0
Exploiting the Syntax-Model Consistency for Neural Relation Extraction—0
SpanMlt: A Span-based Multi-Task Learning Framework for Pair-wise Aspect and Opinion Terms 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