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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 1501–1525 of 3687 papers

TitleStatusHype
Over-the-Air Federated Multi-Task Learning via Model Sparsification and Turbo Compressed Sensing—0
ConceptDistil: Model-Agnostic Distillation of Concept Explanations—0
Transformer-Based Multi-Aspect Multi-Granularity Non-Native English Speaker Pronunciation AssessmentCode1
Explaining the Effectiveness of Multi-Task Learning for Efficient Knowledge Extraction from Spine MRI Reports—0
What is Right for Me is Not Yet Right for You: A Dataset for Grounding Relative Directions via Multi-Task LearningCode0
XLTime: A Cross-Lingual Knowledge Transfer Framework for Temporal Expression ExtractionCode0
Improving Dual-Microphone Speech Enhancement by Learning Cross-Channel Features with Multi-Head Attention—0
Variation-cognizant Probabilistic Power Flow Analysis via Multi-task Learning—0
Findings of the Shared Task on Multi-task Learning in Dravidian Languages—0
MTRec: Multi-Task Learning over BERT for News RecommendationCode0
Q-Learning Scheduler for Multi Task Learning Through the use of Histogram of Task Uncertainty—0
Auxiliary Learning for Named Entity Recognition with Multiple Auxiliary Biomedical Training Data—0
MetaWeighting: Learning to Weight Tasks in Multi-Task Learning—0
Multi-task Learning for Paraphrase Generation With Keyword and Part-of-Speech Reconstruction—0
MTL-SLT: Multi-Task Learning for Spoken Language Tasks—0
Improving Multiple Documents Grounded Goal-Oriented Dialog Systems via Diverse Knowledge Enhanced Pretrained Language Model—0
Hierarchical Multi-task learning framework for Isometric-Speech Language TranslationCode0
Structural Supervision for Word Alignment and Machine Translation—0
Constrained Multi-Task Learning for Bridging ResolutionCode0
An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity Recognition—0
Comparing Encoder-Only and Encoder-Decoder Transformers for Relation Extraction from Biomedical Texts: An Empirical Study on Ten Benchmark Datasets—0
Uncertainty Regularized Multi-Task Learning—0
SURREY-CTS-NLP at WASSA2022: An Experiment of Discourse and Sentiment Analysis for the Prediction of Empathy, Distress and Emotion—0
Crude Oil-related Events Extraction and Processing: A Transfer Learning Approach—0
FairSR: Fairness-aware Sequential Recommendation through Multi-Task Learning with Preference Graph Embeddings—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