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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 1601–1625 of 3687 papers

TitleStatusHype
A Collaborative Computer Aided Diagnosis (C-CAD) System with Eye-Tracking, Sparse Attentional Model, and Deep Learning—0
3D Object Visibility Prediction in Autonomous Driving—0
基于多任务学习的生成式阅读理解(Generative Reading Comprehension via Multi-task Learning)—0
Joint auto-encoders: a flexible multi-task learning framework—0
Joint enhancement of automatic chest X-ray diagnosis and radiological gaze prediction with multi-stage cooperative learning—0
基于多层次预训练策略和多任务学习的端到端蒙汉语音翻译(End-to-end Mongolian-Chinese Speech Translation Based on Multi-level Pre-training Strategies and Multi-task Learning)—0
Deep Multi-task Prediction of Lung Cancer and Cancer-free Progression from Censored Heterogenous Clinical Imaging—0
Joint Entity and Relation Extraction for Legal Documents with Legal Feature Enhancement—0
A Unified Multi-Task Learning Architecture for Hate Detection Leveraging User-Based Information—0
Jointly Modeling Hierarchical and Horizontal Features for Relational Triple Extraction—0
Jacobian Descent for Multi-Objective Optimization—0
Deep Multi-task Multi-label CNN for Effective Facial Attribute Classification—0
"It's a Match!" -- A Benchmark of Task Affinity Scores for Joint Learning—0
Iterative Collaboration Network Guided By Reconstruction Prior for Medical Image Super-Resolution—0
Deep Multi-Task Models for Misogyny Identification and Categorization on Arabic Social Media—0
A Unified Multi-task Adversarial Learning Framework for Pharmacovigilance Mining—0
A Multi-task Event and Argument Trigger Detection in Hindi using POS Tagging as an Auxiliary Task—0
ItemSage: Learning Product Embeddings for Shopping Recommendations at Pinterest—0
ISS-MULT: Intelligent Sample Selection for Multi-Task Learning in Question Answering—0
Joint Learning On The Hierarchy Representation for Fine-Grained Human Action Recognition—0
Deep Multi-Task Model for Sarcasm Detection and Sentiment Analysis in Arabic Language—0
Jointly Identifying Rhetoric and Implicit Emotions via Multi-Task Learning—0
Jointly Learning Clinical Entities and Relations with Contextual Language Models and Explicit Context—0
Jointly learning heterogeneous features for rgb-d activity recognition—0
Is Multi-Task Learning an Upper Bound for Continual 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