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 126150 of 3687 papers

TitleStatusHype
Multi-task learning for molecular electronic structure approaching coupled-cluster accuracyCode1
Exploring Correlations of Self-Supervised Tasks for GraphsCode1
Narrative Action Evaluation with Prompt-Guided Multimodal InteractionCode1
Multi-Granularity Guided Fusion-in-DecoderCode1
Large Language Models for Expansion of Spoken Language Understanding Systems to New LanguagesCode1
Joint-Task Regularization for Partially Labeled Multi-Task LearningCode1
JIST: Joint Image and Sequence Training for Sequential Visual Place RecognitionCode1
SwinMTL: A Shared Architecture for Simultaneous Depth Estimation and Semantic Segmentation from Monocular Camera ImagesCode1
UPS: Efficiently Building Foundation Models for PDE Solving via Cross-Modal AdaptationCode1
Task Indicating Transformer for Task-conditional Dense PredictionsCode1
WHU-Synthetic: A Synthetic Perception Dataset for 3-D Multitask Model ResearchCode1
Multi-Task Learning for Routing Problem with Cross-Problem Zero-Shot GeneralizationCode1
Fair Resource Allocation in Multi-Task LearningCode1
MerRec: A Large-scale Multipurpose Mercari Dataset for Consumer-to-Consumer Recommendation SystemsCode1
HyperMoE: Towards Better Mixture of Experts via Transferring Among ExpertsCode1
Continuous Multi-Task Pre-training for Malicious URL Detection and Webpage ClassificationCode1
LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language ModelsCode1
MEL: Efficient Multi-Task Evolutionary Learning for High-Dimensional Feature SelectionCode1
Bayesian Uncertainty for Gradient Aggregation in Multi-Task LearningCode1
Representation Surgery for Multi-Task Model MergingCode1
Dual-Domain Coarse-to-Fine Progressive Estimation Network for Simultaneous Denoising, Limited-View Reconstruction, and Attenuation Correction of Cardiac SPECTCode1
Multi-Task Learning for Front-End Text Processing in TTSCode1
MISS: A Generative Pretraining and Finetuning Approach for Med-VQACode1
FedHCA2: Towards Hetero-Client Federated Multi-Task LearningCode1
PETDet: Proposal Enhancement for Two-Stage Fine-Grained Object DetectionCode1
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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