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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 3626–3650 of 3687 papers

TitleStatusHype
CeViT: Copula-Enhanced Vision Transformer in multi-task learning and bi-group image covariates with an application to myopia screeningCode0
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual LearningCode0
Multi-Task Learning for Features Extraction in Financial Annual ReportsCode0
Self-Supervised Learning in Multi-Task Graphs through Iterative Consensus ShiftCode0
From Low Intrinsic Dimensionality to Non-Vacuous Generalization Bounds in Deep Multi-Task LearningCode0
Exploring multi-task multi-lingual learning of transformer models for hate speech and offensive speech identification in social mediaCode0
Deep Multi-Task Augmented Feature Learning via Hierarchical Graph Neural NetworkCode0
When Does Aggregating Multiple Skills with Multi-Task Learning Work? A Case Study in Financial NLPCode0
Word Emotion Induction for Multiple Languages as a Deep Multi-Task Learning ProblemCode0
The Foundational Capabilities of Large Language Models in Predicting Postoperative Risks Using Clinical NotesCode0
Accurate Word Alignment Induction from Neural Machine TranslationCode0
Theoretical Insights into Overparameterized Models in Multi-Task and Replay-Based Continual LearningCode0
Unsupervised Task Clustering for Multi-Task Reinforcement LearningCode0
Deep Learning for Patient-Specific Kidney Graft Survival AnalysisCode0
Accurate Bundle Matching and Generation via Multitask Learning with Partially Shared ParametersCode0
An Exploratory Deep Learning Approach for Predicting Subsequent Suicidal Acts in Chinese Psychological Support HotlinesCode0
Exploring Correlations in Multiple Facial Attributes through Graph Attention NetworkCode0
The Ripple Effect: On Unforeseen Complications of Backdoor AttacksCode0
Advacheck at GenAI Detection Task 1: AI Detection Powered by Domain-Aware Multi-TaskingCode0
XLPT-AMR: Cross-Lingual Pre-Training via Multi-Task Learning for Zero-Shot AMR Parsing and Text GenerationCode0
Principle of Relevant Information for Graph SparsificationCode0
Privacy-preserving Task-Agnostic Vision Transformer for Image ProcessingCode0
Multi-task learning for joint weakly-supervised segmentation and aortic arch anomaly classification in fetal cardiac MRICode0
Explainable Recommendation via Multi-Task Learning in Opinionated Text DataCode0
Multi-Task Learning for Left Atrial Segmentation on GE-MRICode0
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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