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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 601–625 of 3687 papers

TitleStatusHype
Meta Operator for Complex Query Answering on Knowledge Graphs—0
Fisher Mask Nodes for Language Model MergingCode0
Switch Diffusion Transformer: Synergizing Denoising Tasks with Sparse Mixture-of-ExpertsCode2
Deep Learning based Positioning with Multi-task Learning and Uncertainty-based Fusion—0
An Efficient End-to-End Approach to Noise Invariant Speech Features via Multi-Task LearningCode0
UPS: Efficiently Building Foundation Models for PDE Solving via Cross-Modal AdaptationCode1
Schema-Aware Multi-Task Learning for Complex Text-to-SQL—0
Deep Prompt Multi-task Network for Abuse Language Detection—0
Generalizing Cooperative Eco-driving via Multi-residual Task Learning—0
Bidirectional Progressive Neural Networks with Episodic Return Progress for Emergent Task Sequencing and Robotic Skill Transfer—0
Automated Multi-Task Learning for Joint Disease Prediction on Electronic Health RecordsCode0
Many-Objective Multi-Solution Transport—0
Joint multi-task learning improves weakly-supervised biomarker prediction in computational pathologyCode0
3D Object Visibility Prediction in Autonomous Driving—0
Multi-task Learning for Real-time Autonomous Driving Leveraging Task-adaptive Attention Generator—0
Mixture-of-LoRAs: An Efficient Multitask Tuning for Large Language Models—0
Learning to Maximize Mutual Information for Chain-of-Thought DistillationCode0
Task Indicating Transformer for Task-conditional Dense PredictionsCode1
MS-Net: A Multi-Path Sparse Model for Motion Prediction in Multi-Scenes—0
Multi-Task Learning Using Uncertainty to Weigh Losses for Heterogeneous Face Attribute Estimation—0
Speaker-Independent Dysarthria Severity Classification using Self-Supervised Transformers and Multi-Task Learning—0
WHU-Synthetic: A Synthetic Perception Dataset for 3-D Multitask Model ResearchCode1
Location-guided Head Pose Estimation for Fisheye Image—0
Federated Learning for Estimating Heterogeneous Treatment Effects—0
A Vanilla Multi-Task Framework for Dense Visual Prediction Solution to 1st VCL Challenge -- Multi-Task Robustness Track—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