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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 651–700 of 3687 papers

TitleStatusHype
An Approach for Process Model Extraction By Multi-Grained Text ClassificationCode0
Auxiliary Tasks in Multi-task LearningCode0
Auxiliary Quantile Forecasting with Linear NetworksCode0
Label Hierarchy Transition: Delving into Class Hierarchies to Enhance Deep ClassifiersCode0
Learning A Unified Named Entity Tagger From Multiple Partially Annotated Corpora For Efficient AdaptationCode0
Knowing Earlier what Right Means to You: A Comprehensive VQA Dataset for Grounding Relative Directions via Multi-Task LearningCode0
Knowledge-Empowered Representation Learning for Chinese Medical Reading Comprehension: Task, Model and ResourcesCode0
KGP at SemEval-2021 Task 8: Leveraging Multi-Staged Language Models for Extracting Measurements, their Attributes and RelationsCode0
KFC: Kinship Verification with Fair Contrastive Loss and Multi-Task LearningCode0
Killing Four Birds with Two Stones: Multi-Task Learning for Non-Literal Language DetectionCode0
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
Joint Prediction of Meningioma Grade and Brain Invasion via Task-Aware Contrastive LearningCode0
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
Advacheck at GenAI Detection Task 1: AI Detection Powered by Domain-Aware Multi-TaskingCode0
A Deep Convolutional Neural Networks Based Multi-Task Ensemble Model for Aspect and Polarity Classification in Persian ReviewsCode0
Joint multi-task learning improves weakly-supervised biomarker prediction in computational pathologyCode0
Joint CTC-Attention based End-to-End Speech Recognition using Multi-task LearningCode0
Automatically Generating Chinese Homophone Words to Probe Machine Translation Estimation SystemsCode0
3D RoI-aware U-Net for Accurate and Efficient Colorectal Tumor SegmentationCode0
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
Automated Multi-Task Learning for Joint Disease Prediction on Electronic Health RecordsCode0
Is POS Tagging Necessary or Even Helpful for Neural Dependency Parsing?Code0
It Takes Two Flints to Make a Fire: Multitask Learning of Neural Relation and Explanation ClassifiersCode0
Automated Code-centric Software Vulnerability Assessment: How Far Are We? An Empirical Study in C/C++Code0
High-order Joint Constituency and Dependency ParsingCode0
Interpreting and Exploiting Functional Specialization in Multi-Head Attention under Multi-task LearningCode0
Intrinsically Motivated Open-Ended Multi-Task Learning Using Transfer Learning to Discover Task HierarchyCode0
Autocorrect in the Process of Translation -- Multi-task Learning Improves Dialogue Machine TranslationCode0
A Multi-Task Learning Approach for Human Activity Segmentation and Ergonomics Risk AssessmentCode0
Interpetable Target-Feature Aggregation for Multi-Task Learning based on Bias-Variance AnalysisCode0
Instruction Tuned Models are Quick LearnersCode0
Integrating Form and Meaning: A Multi-Task Learning Model for Acoustic Word EmbeddingsCode0
A Unified Query-based Paradigm for Camouflaged Instance SegmentationCode0
A Distance-Aware Multi-Task Framework for Conversational Discourse ParsingCode0
Internal-transfer Weighting of Multi-task Learning for Lung Cancer DetectionCode0
A Multi-Task Incremental Learning Framework with Category Name Embedding for Aspect-Category Sentiment AnalysisCode0
Specializing Unsupervised Pretraining Models for Word-Level Semantic SimilarityCode0
A Unified Multi-task Learning Framework for Multi-goal Conversational Recommender SystemsCode0
Multi-task Learning for Influence Estimation and MaximizationCode0
Incorporating Singletons and Mention-based Features in Coreference Resolution via Multi-task Learning for Better GeneralizationCode0
A Unified Mammogram Analysis Method via Hybrid Deep SupervisionCode0
Incorporating Joint Embeddings into Goal-Oriented Dialogues with Multi-Task LearningCode0
A Unified Framework for Multi-intent Spoken Language Understanding with promptingCode0
A Unified Framework for Generalizable Style Transfer: Style and Content SeparationCode0
Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-TuningCode0
Incomplete Utterance Rewriting with Editing Operation Guidance and Utterance AugmentationCode0
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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