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

Showing 301350 of 3687 papers

TitleStatusHype
SkillSpan: Hard and Soft Skill Extraction from English Job PostingsCode1
Hierarchical Bayesian Modelling for Knowledge Transfer Across Engineering Fleets via Multitask LearningCode1
Leveraging convergence behavior to balance conflicting tasks in multi-task learningCode1
End-to-end Autonomous Driving with Semantic Depth Cloud Mapping and Multi-agentCode1
NeuS: Neutral Multi-News Summarization for Mitigating Framing BiasCode1
Histogram of Oriented Gradients Meet Deep Learning: A Novel Multi-task Deep Network for Medical Image Semantic SegmentationCode1
MRI-based Multi-task Decoupling Learning for Alzheimer's Disease Detection and MMSE Score Prediction: A Multi-site ValidationCode1
HLDC: Hindi Legal Documents CorpusCode1
MMER: Multimodal Multi-task Learning for Speech Emotion RecognitionCode1
Task Adaptive Parameter Sharing for Multi-Task LearningCode1
Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment AnalysisCode1
REX: Reasoning-aware and Grounded ExplanationCode1
Robust Multi-Task Learning and Online Refinement for Spacecraft Pose Estimation across Domain GapCode1
Look\&Listen: Multi-Modal Correlation Learning for Active Speaker Detection and Speech EnhancementCode1
Parameter-Efficient Mixture-of-Experts Architecture for Pre-trained Language ModelsCode1
JOINED : Prior Guided Multi-task Learning for Joint Optic Disc/Cup Segmentation and Fovea DetectionCode1
One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and ClassificationCode1
Structured Multi-task Learning for Molecular Property PredictionCode1
360 Depth Estimation in the Wild -- The Depth360 Dataset and the SegFuse NetworkCode1
Multi-task UNet: Jointly Boosting Saliency Prediction and Disease Classification on Chest X-ray ImagesCode1
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesCode1
Auto-Lambda: Disentangling Dynamic Task RelationshipsCode1
Multi-task graph neural networks for simultaneous prediction of global and atomic properties in ferromagnetic systemsCode1
Molecular Representation Learning via Heterogeneous Motif Graph Neural NetworksCode1
Incorporating Commonsense Knowledge into Story Ending Generation via Heterogeneous Graph NetworksCode1
Global-Reasoned Multi-Task Learning Model for Surgical Scene UnderstandingCode1
MT-GBM: A Multi-Task Gradient Boosting Machine with Shared Decision TreesCode1
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
Learning Free Gait Transition for Quadruped Robots via Phase-Guided ControllerCode1
Does Text Attract Attention on E-Commerce Images: A Novel Saliency Prediction Dataset and MethodCode1
Avoiding Catastrophe: Active Dendrites Enable Multi-Task Learning in Dynamic EnvironmentsCode1
Learning to Predict 3D Lane Shape and Camera Pose from a Single Image via Geometry ConstraintsCode1
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
Improving Neural Cross-Lingual Summarization via Employing Optimal Transport Distance for Knowledge DistillationCode1
CTIN: Robust Contextual Transformer Network for Inertial NavigationCode1
TransMEF: A Transformer-Based Multi-Exposure Image Fusion Framework using Self-Supervised Multi-Task LearningCode1
Skipping the Frame-Level: Event-Based Piano Transcription With Neural Semi-CRFsCode1
A generic physics-informed neural network-based framework for reliability assessment of multi-state systemsCode1
PLUR: A Unifying, Graph-Based View of Program Learning, Understanding, and RepairCode1
Learning Multiple Dense Prediction Tasks from Partially Annotated DataCode1
Self-Regulated Learning for Egocentric Video Activity AnticipationCode1
Grounding Psychological Shape Space in Convolutional Neural NetworksCode1
Variational Multi-Task Learning with Gumbel-Softmax PriorsCode1
Reinforcement Learning for Mixed Autonomy IntersectionsCode1
InQSS: a speech intelligibility and quality assessment model using a multi-task learning networkCode1
Show:102550
← PrevPage 7 of 74Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7Unverified
2CAGrad∆m%112.8Unverified
3IMTL-G∆m%77.2Unverified
4Nash-MTL∆m%62Unverified
5BayesAgg-MTL∆m%53.7Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41Unverified
2Nash-MTLmIoU75.41Unverified
3MultiObjectiveOptimizationmIoU66.63Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14Unverified
2Nash-MTLMean IoU40.13Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52Unverified
2Mixture-of-ExpertsAverage Accuracy92.19Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3Unverified