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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 3151–3200 of 3687 papers

TitleStatusHype
DEEP: DEnoising Entity Pre-training for Neural Machine Translation—0
DeepDistance: A Multi-task Deep Regression Model for Cell Detection in Inverted Microscopy Images—0
Deep Elastic Networks with Model Selection for Multi-Task Learning—0
DCRNN: A Deep Cross approach based on RNN for Partial Parameter Sharing in Multi-task Learning—0
Deep Estimation of Speckle Statistics Parametric Images—0
DeepFaceLIFT: Interpretable Personalized Models for Automatic Estimation of Self-Reported Pain—0
Data-Driven Fairness Generalization for Deepfake Detection—0
Deepfake Detection via Knowledge Injection—0
Spatio-Temporal Multi-Task Learning Transformer for Joint Moving Object Detection and Segmentation—0
DeepGeneMD: A Joint Deep Learning Model for Extracting Gene Mutation-Disease Knowledge from PubMed Literature—0
Deep generative model-driven multimodal prostate segmentation in radiotherapy—0
DeepHider: A Covert NLP Watermarking Framework Based on Multi-task Learning—0
DCMT: A Direct Entire-Space Causal Multi-Task Framework for Post-Click Conversion Estimation—0
Deep Joint Source-Channel Coding for Multi-Task Network—0
Deep Latent Emotion Network for Multi-Task Learning—0
Deep Learning Approach for Matrix Completion Using Manifold Learning—0
Deep Learning based Positioning with Multi-task Learning and Uncertainty-based Fusion—0
Deep Learning Enabled Segmentation, Classification and Risk Assessment of Cervical Cancer—0
DCCRN-KWS: an audio bias based model for noise robust small-footprint keyword spotting—0
Deep Learning for Automatic Quality Grading of Mangoes: Methods and Insights—0
Large-scale Causal Approaches to Debiasing Post-click Conversion Rate Estimation with Multi-task Learning—0
Deeply Learned Attributes for Crowded Scene Understanding—0
Deep Mixture of Diverse Experts for Large-Scale Visual Recognition—0
DCAN: Deep Contour-Aware Networks for Accurate Gland Segmentation—0
Data Sharing without Rewards in Multi-Task Offline Reinforcement Learning—0
DeepMultiConnectome: Deep Multi-Task Prediction of Structural Connectomes Directly from Diffusion MRI Tractography—0
Deep Multistage Multi-Task Learning for Quality Prediction of Multistage Manufacturing Systems—0
Spatio-Temporal Similarity Measure based Multi-Task Learning for Predicting Alzheimer's Disease Progression using MRI Data—0
Deep multi-task learning for a geographically-regularized semantic segmentation of aerial images—0
Deep Multi-Task Learning for Anomalous Driving Detection Using CAN Bus Scalar Sensor Data—0
Deep Multi-Task Learning for Aspect Term Extraction with Memory Interaction—0
Deep Multi-Task Learning for Cooperative NOMA: System Design and Principles—0
Deep Depression Prediction on Longitudinal Data via Joint Anomaly Ranking and Classification—0
Deep Multi-task Learning for Facial Expression Recognition and Synthesis Based on Selective Feature Sharing—0
Deep Multi-Task Learning for Joint Localization, Perception, and Prediction—0
Deep Multi-Task Learning for Malware Image Classification—0
Deep Multi-task Learning for Railway Track Inspection—0
Dataset Distribution Impacts Model Fairness: Single vs. Multi-Task Learning—0
Speaker Adaptation for Attention-Based End-to-End Speech Recognition—0
Deep Multi-Task Learning to Recognise Subtle Facial Expressions of Mental States—0
Deep Multi-Task Learning via Generalized Tensor Trace Norm—0
Deep multi-task learning with low level tasks supervised at lower layers—0
Deep Multi-Task Learning with Shared Memory—0
Deep Multi-Task Learning with Shared Memory for Text Classification—0
Deep Multi-Task Model for Sarcasm Detection and Sentiment Analysis in Arabic Language—0
Deep Multi-Task Models for Misogyny Identification and Categorization on Arabic Social Media—0
Deep Multi-task Multi-label CNN for Effective Facial Attribute Classification—0
Deep Multi-task Prediction of Lung Cancer and Cancer-free Progression from Censored Heterogenous Clinical Imaging—0
Speaker Adaptation for End-to-End CTC Models—0
Deep Mutual Learning across Task Towers for Effective Multi-Task Recommender 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