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 3651–3687 of 3687 papers

TitleStatusHype
Visual Person Understanding through Multi-Task and Multi-Dataset Learning—0
GCN-based Multi-task Representation Learning for Anomaly Detection in Attributed Networks—0
GDOD: Effective Gradient Descent using Orthogonal Decomposition for Multi-Task Learning—0
GECOR: An End-to-End Generative Ellipsis and Co-reference Resolution Model for Task-Oriented Dialogue—0
GEmo-CLAP: Gender-Attribute-Enhanced Contrastive Language-Audio Pretraining for Accurate Speech Emotion Recognition—0
General Embedding vs. Task-Specific Embedding: A Comparative Approach to Enhancing NLP Performance—0
Connecting Gaze, Scene, and Attention: Generalized Attention Estimation via Joint Modeling of Gaze and Scene Saliency—0
Generalization in Dexterous Manipulation via Geometry-Aware Multi-Task Learning—0
SynMotor: A Benchmark Suite for Object Attribute Regression and Multi-task Learning—0
Syntactic Graph Convolutional Network for Spoken Language Understanding—0
CO-Net: Learning Multiple Point Cloud Tasks at Once with A Cohesive Network—0
Generalized Face Anti-Spoofing via Multi-Task Learning and One-Side Meta Triplet Loss—0
Generalized Jersey Number Recognition Using Multi-task Learning With Orientation-guided Weight Refinement—0
ConceptDistil: Model-Agnostic Distillation of Concept Explanations—0
Syntax-aware Multi-task Graph Convolutional Networks for Biomedical Relation Extraction—0
Generalizing Cooperative Eco-driving via Multi-residual Task Learning—0
Transferring Fairness using Multi-Task Learning with Limited Demographic Information—0
Syntax-Aware Opinion Role Labeling with Dependency Graph Convolutional Networks—0
Generalizing Question Answering System with Pre-trained Language Model Fine-tuning—0
Generalizing Successor Features to continuous domains for Multi-task Learning—0
Generative Adversarial Data Programming—0
Syntax-Informed Interactive Model for Comprehensive Aspect-Based Sentiment Analysis—0
Generative Modeling for Multi-task Visual Learning—0
Generative Modeling for Multitask Visual Learning—0
Generative Modeling of Individual Behavior at Scale—0
GenerativeRE: Incorporating a Novel Copy Mechanism and Pretrained Model for Joint Entity and Relation Extraction—0
Generative Representational Learning of Foundation Models for Recommendation—0
Generic Intent Representation in Web Search—0
Synthetic Data Generation and Multi-Task Learning for Extracting Temporal Information from Health-Related Narrative Text—0
Synthetic Photovoltaic and Wind Power Forecasting Data—0
Synthetic Tumor Manipulation: With Radiomics Features—0
Computation Offloading in Multi-Access Edge Computing Networks: A Multi-Task Learning Approach—0
Geometry-Aware Multi-Task Learning for Binaural Audio Generation from Video—0
Geometry-Aware Scene Text Detection With Instance Transformation Network—0
GeRM: A Generalist Robotic Model with Mixture-of-experts for Quadruped Robot—0
CoMPS: Continual Meta Policy Search—0
Gibbs Max-margin Topic Models with Data Augmentation—0
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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