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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 1651–1700 of 3687 papers

TitleStatusHype
Global-Reasoned Multi-Task Learning Model for Surgical Scene UnderstandingCode1
Systematic Investigation of Strategies Tailored for Low-Resource Settings for Low-Resource Dependency ParsingCode0
Attentive Task Interaction Network for Multi-Task LearningCode0
PaRT: Parallel Learning Towards Robust and Transparent AICode0
A Multi-modal Fusion Framework Based on Multi-task Correlation Learning for Cancer Prognosis Prediction—0
Cross-Lingual Text-to-Speech Using Multi-Task Learning and Speaker Classifier Joint Training—0
TriCoLo: Trimodal Contrastive Loss for Text to Shape Retrieval—0
Understanding Few-Shot Multi-Task Representation Learning Theory—0
MT-GBM: A Multi-Task Gradient Boosting Machine with Shared Decision TreesCode1
A Deep Convolutional Neural Networks Based Multi-Task Ensemble Model for Aspect and Polarity Classification in Persian ReviewsCode0
In-BoXBART: Get Instructions into Biomedical Multi-task Learning—0
ViL-Sum: Enhancing Vision and Language Representations via Multi-task Learning for Multi-modal Summarization—0
Database Search Results Disambiguation for Task-Oriented Dialog Systems—0
XLTime: A Cross-Lingual Knowledge Transfer Framework for Temporal Expression Extraction—0
Sparsely Activated Mixture-of-Experts are Robust Multi-Task Learners—0
MetaICL: Learning to Learn In Context—0
Let the Model Decide its Curriculum for Multitask Learning—0
DEEP: DEnoising Entity Pre-training for Neural Machine Translation—0
A Transformer-based Threshold-Free Framework for Multi-Intent NLU—0
HCL-MTC Hierarchical Contrastive Learning for Multi-label Text Classification—0
Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks—0
In Situ Answer Sentence Selection at Web-scale—0
Robust Scatterer Number Density Segmentation of Ultrasound Images—0
Self-Supervision and Multi-Task Learning: Challenges in Fine-Grained COVID-19 Multi-Class Classification from Chest X-rays—0
A Novel Multi-Task Learning Method for Symbolic Music Emotion Recognition—0
Multi-View representation learning in Multi-Task Scene—0
Scientific Machine Learning through Physics-Informed Neural Networks: Where we are and What's nextCode3
A Study of Transducer based End-to-End ASR with ESPnet: Architecture, Auxiliary Loss and Decoding Strategies—0
Flexible Style Image Super-Resolution using Conditional ObjectiveCode1
Multi-task Joint Strategies of Self-supervised Representation Learning on Biomedical Networks for Drug DiscoveryCode1
In Defense of the Unitary Scalarization for Deep Multi-Task LearningCode1
Cross-Modal ASR Post-Processing System for Error Correction and Utterance Rejection—0
MaskMTL: Attribute prediction in masked facial images with deep multitask learningCode0
Zero-Shot and Few-Shot Classification of Biomedical Articles in Context of the COVID-19 Pandemic—0
Learning Multi-Tasks with Inconsistent Labels by using Auxiliary Big Task—0
Aerial Scene Parsing: From Tile-level Scene Classification to Pixel-wise Semantic Labeling—0
Does Text Attract Attention on E-Commerce Images: A Novel Saliency Prediction Dataset and MethodCode1
Learning Free Gait Transition for Quadruped Robots via Phase-Guided ControllerCode1
How Infinitely Wide Neural Networks Can Benefit from Multi-task Learning -- an Exact Macroscopic CharacterizationCode0
Learning to Predict 3D Lane Shape and Camera Pose from a Single Image via Geometry ConstraintsCode1
Avoiding Catastrophe: Active Dendrites Enable Multi-Task Learning in Dynamic EnvironmentsCode1
Over-the-Air Federated Multi-Task Learning Over MIMO Multiple Access Channels—0
SLIP: Self-supervision meets Language-Image Pre-trainingCode1
Raw High-Definition Radar for Multi-Task LearningCode1
Improving evidential deep learning via multi-task learningCode1
Evidentiality-guided Generation for Knowledge-Intensive NLP TasksCode1
Traffic Accident Risk Prediction via Multi-View Multi-Task Spatio-Temporal NetworksCode0
Database Search Results Disambiguation for Task-Oriented Dialog Systems—0
Multi-treatment Effect Estimation from Biomedical DataCode0
ST-MTL: Spatio-Temporal Multitask Learning Model to Predict Scanpath While Tracking Instruments in Robotic SurgeryCode0
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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