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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 101–150 of 3687 papers

TitleStatusHype
Multi-Behavior Recommendation with Personalized Directed Acyclic Behavior GraphsCode1
UrbanDiT: A Foundation Model for Open-World Urban Spatio-Temporal LearningCode1
Efficient Depth Estimation for Unstable Stereo Camera Systems on AR GlassesCode1
STTATTS: Unified Speech-To-Text And Text-To-Speech ModelCode1
Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning FrameworkCode1
MTL-LoRA: Low-Rank Adaptation for Multi-Task LearningCode1
DaWin: Training-free Dynamic Weight Interpolation for Robust AdaptationCode1
Uni-Med: A Unified Medical Generalist Foundation Model For Multi-Task Learning Via Connector-MoECode1
Static for Dynamic: Towards a Deeper Understanding of Dynamic Facial Expressions Using Static Expression DataCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
Multi-task Heterogeneous Graph Learning on Electronic Health RecordsCode1
RepVF: A Unified Vector Fields Representation for Multi-task 3D PerceptionCode1
Fine-Tuning Attention Modules Only: Enhancing Weight Disentanglement in Task ArithmeticCode1
MTL-Split: Multi-Task Learning for Edge Devices using Split ComputingCode1
Uni-DVPS: Unified Model for Depth-Aware Video Panoptic SegmentationCode1
MT2ST: Adaptive Multi-Task to Single-Task LearningCode1
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task IntegrationCode1
Towards Efficient Pareto Set Approximation via Mixture of Experts Based Model FusionCode1
DeepUnifiedMom: Unified Time-series Momentum Portfolio Construction via Multi-Task Learning with Multi-Gate Mixture of ExpertsCode1
GS-Phong: Meta-Learned 3D Gaussians for Relightable Novel View SynthesisCode1
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial TrainingCode1
Detection-Correction Structure via General Language Model for Grammatical Error CorrectionCode1
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine LearningCode1
End-to-End Real-World Polyphonic Piano Audio-to-Score Transcription with Hierarchical DecodingCode1
SeBot: Structural Entropy Guided Multi-View Contrastive Learning for Social Bot DetectionCode1
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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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