SOTAVerified

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 3001–3050 of 3687 papers

TitleStatusHype
Decoupled and Memory-Reinforced Networks: Towards Effective Feature Learning for One-Step Person SearchCode0
KFC: Kinship Verification with Fair Contrastive Loss and Multi-Task LearningCode0
Multi-Task Learning of Height and Semantics from Aerial ImagesCode0
DCID: Deep Canonical Information DecompositionCode0
KGP at SemEval-2021 Task 8: Leveraging Multi-Staged Language Models for Extracting Measurements, their Attributes and RelationsCode0
Killing Four Birds with Two Stones: Multi-Task Learning for Non-Literal Language DetectionCode0
Knowing Earlier what Right Means to You: A Comprehensive VQA Dataset for Grounding Relative Directions via Multi-Task LearningCode0
A Joint Model for Definition Extraction with Syntactic Connection and Semantic ConsistencyCode0
DBTagger: Multi-Task Learning for Keyword Mapping in NLIDBs Using Bi-Directional Recurrent Neural NetworksCode0
Multi-task Learning of Negation and Speculation for Targeted Sentiment ClassificationCode0
EQuANt (Enhanced Question Answer Network)Code0
Joint Learning of Saliency Detection and Weakly Supervised Semantic SegmentationCode0
Together We Can: Multilingual Automatic Post-Editing for Low-Resource LanguagesCode0
Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label SpacesCode0
Knowledge-Empowered Representation Learning for Chinese Medical Reading Comprehension: Task, Model and ResourcesCode0
Biologically-Motivated Learning Model for Instructed Visual ProcessingCode0
RAMQA: A Unified Framework for Retrieval-Augmented Multi-Modal Question AnsweringCode0
UIR-LoRA: Achieving Universal Image Restoration through Multiple Low-Rank AdaptationCode0
Restoring Images with Unknown Degradation Factors by Recurrent Use of a Multi-branch NetworkCode0
SpeechCLIP+: Self-supervised multi-task representation learning for speech via CLIP and speech-image dataCode0
ULTRA-DP: Unifying Graph Pre-training with Multi-task Graph Dual PromptCode0
Cascading Hierarchical Networks with Multi-task Balanced Loss for Fine-grained hashingCode0
A Deep Convolutional Neural Networks Based Multi-Task Ensemble Model for Aspect and Polarity Classification in Persian ReviewsCode0
UM-Adapt: Unsupervised Multi-Task Adaptation Using Adversarial Cross-Task DistillationCode0
Multi-task learning on the edge: cost-efficiency and theoretical optimalityCode0
Joint Iris Segmentation and Localization Using Deep Multi-task Learning FrameworkCode0
Joint CTC-Attention based End-to-End Speech Recognition using Multi-task LearningCode0
Joint Alignment of Multi-Task Feature and Label Spaces for Emotion Cause Pair ExtractionCode0
UmBERTo-MTSA @ AcCompl-It: Improving Complexity and Acceptability Prediction with Multi-task Learning on Self-Supervised AnnotationsCode0
Joint Acne Image Grading and Counting via Label Distribution LearningCode0
Label Hierarchy Transition: Delving into Class Hierarchies to Enhance Deep ClassifiersCode0
It Takes Two Flints to Make a Fire: Multitask Learning of Neural Relation and Explanation ClassifiersCode0
Data Fusion for Multi-Task Learning of Building Extraction and Height EstimationCode0
To train or not to train adversarially: A study of bias mitigation strategies for speaker recognitionCode0
Is POS Tagging Necessary or Even Helpful for Neural Dependency Parsing?Code0
High-order Joint Constituency and Dependency ParsingCode0
Touch the Core: Exploring Task Dependence Among Hybrid Targets for RecommendationCode0
Cardiac Complication Risk Profiling for Cancer Survivors via Multi-View Multi-Task LearningCode0
Read, Watch, and Move: Reinforcement Learning for Temporally Grounding Natural Language Descriptions in VideosCode0
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart CitiesCode0
Intrinsically Motivated Open-Ended Multi-Task Learning Using Transfer Learning to Discover Task HierarchyCode0
Large Language Models for Ingredient Substitution in Food Recipes using Supervised Fine-tuning and Direct Preference OptimizationCode0
Can Demographic Factors Improve Text Classification? Revisiting Demographic Adaptation in the Age of TransformersCode0
Real-time landmark detection for precise endoscopic submucosal dissection via shape-aware relation networkCode0
Large-Scale End-to-End Multilingual Speech Recognition and Language Identification with Multi-Task LearningCode0
Interpreting and Exploiting Functional Specialization in Multi-Head Attention under Multi-task LearningCode0
Unbiased and Robust: External Attention-enhanced Graph Contrastive Learning for Cross-domain Sequential RecommendationCode0
Data exploitation: multi-task learning of object detection and semantic segmentation on partially annotated dataCode0
CALM: Consensus-Aware Localized Merging for Multi-Task LearningCode0
Latent Entities Extraction: How to Extract Entities that Do Not Appear in the Text?Code0
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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