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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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1926–1950 of 3687 papers

TitleStatusHype
Pose is all you need: The pose only group activity recognition system (POGARS)—0
Visible Watermark Removal via Self-calibrated Localization and Background RefinementCode1
Leveraging Commonsense Knowledge on Classifying False News and Determining Checkworthiness of Claims—0
PoolRank: Max/Min Pooling-based Ranking Loss for Listwise Learning & Ranking Balance—0
Simultaneous Semantic and Collision Learning for 6-DoF Grasp Pose Estimation—0
Exact Pareto Optimal Search for Multi-Task Learning and Multi-Criteria Decision-Making—0
Multilingual Speech Translation with Unified Transformer: Huawei Noah’s Ark Lab at IWSLT 2021—0
Edinburgh’s End-to-End Multilingual Speech Translation System for IWSLT 2021—0
Annotations Matter: Leveraging Multi-task Learning to Parse UD and SUD—0
A Multi-Task Learning Framework for Multi-Target Stance DetectionCode1
Jointly Identifying Rhetoric and Implicit Emotions via Multi-Task Learning—0
Multi-level Emotion Cause Analysis by Multi-head Attention Based Multi-task Learning—0
A Trigger-Aware Multi-Task Learning for Chinese Event Entity Recognition—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
Learning Cross-Task Attribute - Attribute Similarity for Multi-task Attribute-Value Extraction—0
Bidirectional Domain Adaptation Using Weighted Multi-Task LearningCode0
CS-UM6P at SemEval-2021 Task 7: Deep Multi-Task Learning Model for Detecting and Rating Humor and Offense—0
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
A Neural Transition-based Joint Model for Disease Named Entity Recognition and Normalization—0
XLPT-AMR: Cross-Lingual Pre-Training via Multi-Task Learning for Zero-Shot AMR Parsing and Text GenerationCode0
HOMADOS at SemEval-2021 Task 6: Multi-Task Learning for Propaganda Detection—0
LIORI at SemEval-2021 Task 8: Ask Transformer for measurements—0
A Gradually Soft Multi-Task and Data-Augmented Approach to Medical Question UnderstandingCode1
BanditMTL: Bandit-based Multi-task Learning for Text Classification—0
On the Generation of Medical Dialogs for COVID-19Code0
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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