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 401–425 of 3687 papers

TitleStatusHype
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task IntegrationCode1
Modeling Multi-Task Model Merging as Adaptive Projective Gradient DescentCode1
When MOE Meets LLMs: Parameter Efficient Fine-tuning for Multi-task Medical ApplicationsCode1
A Unified Span-Based Approach for Opinion Mining with Syntactic ConstituentsCode1
Molecular Representation Learning via Heterogeneous Motif Graph Neural NetworksCode1
MRI-based Multi-task Decoupling Learning for Alzheimer's Disease Detection and MMSE Score Prediction: A Multi-site ValidationCode1
Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective AdaptationCode1
MT-GBM: A Multi-Task Gradient Boosting Machine with Shared Decision TreesCode1
MTLB-STRUCT @PARSEME 2020: Capturing Unseen Multiword Expressions Using Multi-task Learning and Pre-trained Masked Language ModelsCode1
Auto-Lambda: Disentangling Dynamic Task RelationshipsCode1
An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language ModelsCode1
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text TranslationCode1
MTL-Split: Multi-Task Learning for Edge Devices using Split ComputingCode1
Multi-Loss Weighting with Coefficient of VariationsCode1
Multi-Modal Multi-Task (3MT) Road SegmentationCode1
A Multi-Task Learning Approach to Linear Multivariate ForecastingCode1
MultiOpEd: A Corpus of Multi-Perspective News EditorialsCode1
Automatic Charge Identification from Facts: A Few Sentence-Level Charge Annotations is All You NeedCode1
Multitask Balanced and Recalibrated Network for Medical Code PredictionCode1
Multi-task Generative Adversarial Learning on Geometrical Shape Reconstruction from EEG Brain SignalsCode1
Multi-task graph neural networks for simultaneous prediction of global and atomic properties in ferromagnetic systemsCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
Automatic Severity Classification of Dysarthric speech by using Self-supervised Model with Multi-task LearningCode1
Combinatorial Optimization Perspective based Framework for Multi-behavior RecommendationCode1
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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