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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 601–650 of 3687 papers

TitleStatusHype
Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task LearningCode0
Learning Relatedness between Types with Prototypes for Relation ExtractionCode0
Learning A Unified Named Entity Tagger From Multiple Partially Annotated Corpora For Efficient AdaptationCode0
Bi-Preference Learning Heterogeneous Hypergraph Networks for Session-based RecommendationCode0
Learning a Repression Network for Precise Vehicle SearchCode0
LCT-1 at SemEval-2023 Task 10: Pre-training and Multi-task Learning for Sexism Detection and ClassificationCode0
An All-In-One Convolutional Neural Network for Face AnalysisCode0
Latent Variable Model for Multi-modal TranslationCode0
Latent Multi-task Architecture LearningCode0
Learned Weight Sharing for Deep Multi-Task Learning by Natural Evolution Strategy and Stochastic Gradient DescentCode0
Learning End-to-end Autonomous Driving using Guided Auxiliary SupervisionCode0
Learning Sparse Sharing Architectures for Multiple TasksCode0
An adaptive denoising recommendation algorithm for causal separation biasCode0
Adversarial Multi-task Learning for End-to-end Metaphor DetectionCode0
Bidirectional Domain Adaptation Using Weighted Multi-Task LearningCode0
Large Language Models for Ingredient Substitution in Food Recipes using Supervised Fine-tuning and Direct Preference OptimizationCode0
ANA at SemEval-2020 Task 4: mUlti-task learNIng for cOmmonsense reasoNing (UNION)Code0
Large-Scale End-to-End Multilingual Speech Recognition and Language Identification with Multi-Task LearningCode0
Beyond Sharing: Conflict-Aware Multivariate Time Series Anomaly DetectionCode0
Beyond Knowledge Silos: Task Fingerprinting for Democratization of Medical Imaging AICode0
Knowledge-Empowered Representation Learning for Chinese Medical Reading Comprehension: Task, Model and ResourcesCode0
Adversarial Multi-Task Deep Learning for Noise-Robust Voice Activity Detection with Low Algorithmic DelayCode0
Label Hierarchy Transition: Delving into Class Hierarchies to Enhance Deep ClassifiersCode0
Better, Faster, Stronger Sequence Tagging Constituent ParsersCode0
KFC: Kinship Verification with Fair Contrastive Loss and Multi-Task LearningCode0
Joint Training on Multiple Datasets With Inconsistent Labeling Criteria for Facial Expression RecognitionCode0
JPAVE: A Generation and Classification-based Model for Joint Product Attribute Prediction and Value ExtractionCode0
KGP at SemEval-2021 Task 8: Leveraging Multi-Staged Language Models for Extracting Measurements, their Attributes and RelationsCode0
BERT and PALs: Projected Attention Layers for Efficient Adaptation in Multi-Task LearningCode0
Joint multi-task learning improves weakly-supervised biomarker prediction in computational pathologyCode0
Joint Learning of Saliency Detection and Weakly Supervised Semantic SegmentationCode0
Restoring Images with Unknown Degradation Factors by Recurrent Use of a Multi-branch NetworkCode0
Beyond task success: A closer look at jointly learning to see, ask, and GuessWhatCode0
Joint Prediction of Meningioma Grade and Brain Invasion via Task-Aware Contrastive LearningCode0
Killing Four Birds with Two Stones: Multi-Task Learning for Non-Literal Language DetectionCode0
BCH-NLP at BioCreative VII Track 3: medications detection in tweets using transformer networks and multi-task learningCode0
Joint CTC-Attention based End-to-End Speech Recognition using Multi-task LearningCode0
Adversarial Data Programming: Using GANs to Relax the Bottleneck of Curated Labeled DataCode0
Joint Alignment of Multi-Task Feature and Label Spaces for Emotion Cause Pair ExtractionCode0
Joint Iris Segmentation and Localization Using Deep Multi-task Learning FrameworkCode0
Bayesian Neural Networks With Maximum Mean Discrepancy RegularizationCode0
Dancing in Chains: Reconciling Instruction Following and Faithfulness in Language ModelsCode0
Joint Acne Image Grading and Counting via Label Distribution LearningCode0
A Deep Convolutional Neural Networks Based Multi-Task Ensemble Model for Aspect and Polarity Classification in Persian ReviewsCode0
Knowing Earlier what Right Means to You: A Comprehensive VQA Dataset for Grounding Relative Directions via Multi-Task LearningCode0
Latent Entities Extraction: How to Extract Entities that Do Not Appear in the Text?Code0
Let-Mi: An Arabic Levantine Twitter Dataset for Misogynistic LanguageCode0
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian ProcessesCode0
Interpetable Target-Feature Aggregation for Multi-Task Learning based on Bias-Variance AnalysisCode0
Interpreting and Exploiting Functional Specialization in Multi-Head Attention under Multi-task LearningCode0
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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