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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 801–850 of 3687 papers

TitleStatusHype
Intrinsically Motivated Open-Ended Multi-Task Learning Using Transfer Learning to Discover Task HierarchyCode0
It Takes Two Flints to Make a Fire: Multitask Learning of Neural Relation and Explanation ClassifiersCode0
Integrating Form and Meaning: A Multi-Task Learning Model for Acoustic Word EmbeddingsCode0
DCID: Deep Canonical Information DecompositionCode0
A Multi-Task Incremental Learning Framework with Category Name Embedding for Aspect-Category Sentiment AnalysisCode0
Internal-transfer Weighting of Multi-task Learning for Lung Cancer DetectionCode0
Instruction Tuned Models are Quick LearnersCode0
A Distance-Aware Multi-Task Framework for Conversational Discourse ParsingCode0
Beyond task success: A closer look at jointly learning to see, ask, and GuessWhatCode0
DeepSkeleton: Learning Multi-task Scale-associated Deep Side Outputs for Object Skeleton Extraction in Natural ImagesCode0
DBTagger: Multi-Task Learning for Keyword Mapping in NLIDBs Using Bi-Directional Recurrent Neural NetworksCode0
AdaShare: Learning What To Share For Efficient Deep Multi-Task LearningCode0
DeePathology: Deep Multi-Task Learning for Inferring Molecular Pathology from Cancer TranscriptomeCode0
ALUE: Arabic Language Understanding EvaluationCode0
How Infinitely Wide Neural Networks Can Benefit from Multi-task Learning -- an Exact Macroscopic CharacterizationCode0
Multi-task Learning for Influence Estimation and MaximizationCode0
De-identification of Privacy-related Entities in Job PostingsCode0
Autocorrect in the Process of Translation -- Multi-task Learning Improves Dialogue Machine TranslationCode0
A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role LabelingCode0
Data Fusion for Multi-Task Learning of Building Extraction and Height EstimationCode0
Asynchronous Multi-Task LearningCode0
Specializing Unsupervised Pretraining Models for Word-Level Semantic SimilarityCode0
Data exploitation: multi-task learning of object detection and semantic segmentation on partially annotated dataCode0
Incorporating Joint Embeddings into Goal-Oriented Dialogues with Multi-Task LearningCode0
Multi-task Learning and Catastrophic Forgetting in Continual Reinforcement LearningCode0
Incomplete Utterance Rewriting with Editing Operation Guidance and Utterance AugmentationCode0
Incorporating Singletons and Mention-based Features in Coreference Resolution via Multi-task Learning for Better GeneralizationCode0
Improving Sentiment Analysis with Multi-task Learning of NegationCode0
A Survey on Multi-Task LearningCode0
Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-TuningCode0
Joint multi-task learning improves weakly-supervised biomarker prediction in computational pathologyCode0
Learning Gating ConvNet for Two-Stream based Methods in Action RecognitionCode0
DaN+: Danish Nested Named Entities and Lexical NormalizationCode0
Improving Grammatical Error Correction via Pre-Training a Copy-Augmented Architecture with Unlabeled DataCode0
Cyclic Guidance for Weakly Supervised Joint Detection and SegmentationCode0
Detailed delineation of the fetal brain in diffusion MRI via multi-task learningCode0
Improving End-to-End Text Image Translation From the Auxiliary Text Translation TaskCode0
Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural NetworksCode0
A Survey of Generative Information RetrievalCode0
Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case StudyCode0
Inductive biases of multi-task learning and finetuning: multiple regimes of feature reuseCode0
Imbalanced multi-label classification using multi-task learning with extractive summarizationCode0
Image Captioning with Clause-Focused Metrics in a Multi-Modal Setting for MarketingCode0
Detecting semantic anomaliesCode0
Image Splicing Localization Using A Multi-Task Fully Convolutional Network (MFCN)Code0
Improved Abdominal Multi-Organ Segmentation via 3D Boundary-Constrained Deep Neural NetworksCode0
Identifying beneficial task relations for multi-task learning in deep neural networksCode0
IITK at SemEval-2024 Task 4: Hierarchical Embeddings for Detection of Persuasion Techniques in MemesCode0
Curbing Task Interference using Representation Similarity-Guided Multi-Task Feature SharingCode0
Accurate Bundle Matching and Generation via Multitask Learning with Partially Shared ParametersCode0
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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