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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 751–800 of 3687 papers

TitleStatusHype
A Multi-Task Learning Algorithm for Non-personalized Recommendations—0
A Collaborative Computer Aided Diagnosis (C-CAD) System with Eye-Tracking, Sparse Attentional Model, and Deep Learning—0
E2E-based Multi-task Learning Approach to Joint Speech and Accent Recognition—0
A Unified Perspective on Multi-Domain and Multi-Task Learning—0
A Dirty Model for Multi-task Learning—0
A Unified Multi-Task Learning Framework of Real-Time Drone Supervision for Crowd Counting—0
Deep Mutual Learning across Task Towers for Effective Multi-Task Recommender Learning—0
3D Object Visibility Prediction in Autonomous Driving—0
Agnostic Lane Detection—0
融合多任務學習類神經網路聲學模型訓練於會議語音辨識之研究(Leveraging Multi-task Learning with Neural Network Based Acoustic Modeling for Improved Meeting Speech Recognition) [In Chinese]—0
ECNU: Using Traditional Similarity Measurements and Word Embedding for Semantic Textual Similarity Estimation—0
A Multi-task Event and Argument Trigger Detection in Hindi using POS Tagging as an Auxiliary Task—0
A Unified Multi-task Adversarial Learning Framework for Pharmacovigilance Mining—0
Dynamic Sampling Strategies for Multi-Task Reading Comprehension—0
A multi-task deep learning model for the classification of Age-related Macular Degeneration—0
A Unified Framework for Structured Low-rank Matrix Learning—0
A Diffusion-based Method for Multi-turn Compositional Image Generation—0
Dynamic technology impact analysis: A multi-task learning approach to patent citation prediction—0
A Conceptual Framework for Lifelong Learning—0
Reasonable Effectiveness of Random Weighting: A Litmus Test for Multi-Task Learning—0
Dynamic Multi-Level Multi-Task Learning for Sentence Simplification—0
A Unified Framework for Campaign Performance Forecasting in Online Display Advertising—0
Deep Multi-task Learning for Facial Expression Recognition and Synthesis Based on Selective Feature Sharing—0
A Multi-Task Deep Learning Framework to Localize the Eloquent Cortex in Brain Tumor Patients Using Dynamic Functional Connectivity—0
Dynamic Neural Network for Multi-Task Learning Searching across Diverse Network Topologies—0
DynamoNet: Dynamic Action and Motion Network—0
Deep Depression Prediction on Longitudinal Data via Joint Anomaly Ranking and Classification—0
Deep Multi-Task Learning for Cooperative NOMA: System Design and Principles—0
A Unified Framework for Adaptive Representation Enhancement and Inversed Learning in Cross-Domain Recommendation—0
Deep Multi-Task Learning for Aspect Term Extraction with Memory Interaction—0
Deep Multi-Task Learning for Anomalous Driving Detection Using CAN Bus Scalar Sensor Data—0
A Unified Architecture for Semantic Role Labeling and Relation Classification—0
A Multi-Task Architecture on Relevance-based Neural Query Translation—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
Deep multi-task learning for a geographically-regularized semantic segmentation of aerial images—0
Lane Change Intention Recognition and Vehicle Status Prediction for Autonomous Vehicles—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
A Unified Multi-Task Learning Architecture for Hate Detection Leveraging User-Based Information—0
A Deep Multi-task Learning Approach to Skin Lesion Classification—0
Deep Multistage Multi-Task Learning for Quality Prediction of Multistage Manufacturing Systems—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