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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 301–350 of 3687 papers

TitleStatusHype
Swiss Army Knife: Synergizing Biases in Knowledge from Vision Foundation Models for Multi-Task Learning—0
Fine-Tuning Language Models on Multiple Datasets for Citation Intention ClassificationCode0
Multi-View Multi-Task Modeling with Speech Foundation Models for Speech Forensic Tasks—0
Optimizing Multi-Task Learning for Accurate Spacecraft Pose Estimation—0
Stylistic Multi-Task Analysis of Ukiyo-e Woodblock PrintsCode0
Identifying Task Groupings for Multi-Task Learning Using Pointwise V-Usable Information—0
Physical Consistency Bridges Heterogeneous Data in Molecular Multi-Task Learning—0
Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning FrameworkCode1
Mix Data or Merge Models? Optimizing for Diverse Multi-Task Learning—0
Building a Multivariate Time Series Benchmarking Datasets Inspired by Natural Language Processing (NLP)—0
UniGEM: A Unified Approach to Generation and Property Prediction for Molecules—0
Real-time Monitoring of Lower Limb Movement Resistance Based on Deep Learning—0
ChangeMinds: Multi-task Framework for Detecting and Describing Changes in Remote SensingCode0
Diabetic retinopathy image classification method based on GreenBen data augmentation—0
MTL-LoRA: Low-Rank Adaptation for Multi-Task LearningCode1
Meta-Transfer Learning Empowered Temporal Graph Networks for Cross-City Real Estate Appraisal—0
radarODE-MTL: A Multi-Task Learning Framework with Eccentric Gradient Alignment for Robust Radar-Based ECG ReconstructionCode2
MPF-GAN: an enhanced architecture for 3D face reconstructionCode0
CoBa: Convergence Balancer for Multitask Finetuning of Large Language ModelsCode4
Wolf2Pack: The AutoFusion Framework for Dynamic Parameter Fusion—0
A Parameter Update Balancing Algorithm for Multi-task Ranking Models in Recommendation Systems—0
GR-2: A Generative Video-Language-Action Model with Web-Scale Knowledge for Robot Manipulation—0
Pareto Control Barrier Function for Inner Safe Set Maximization Under Input Constraints—0
A Multi-task Learning Framework for Evaluating Machine Translation of Emotion-loaded User-generated Content—0
Distributed Networked Multi-task Learning—0
Collaborative and Efficient Personalization with Mixtures of Adaptors—0
SGW-based Multi-Task Learning in Vision Tasks—0
DaWin: Training-free Dynamic Weight Interpolation for Robust AdaptationCode1
Efficient Residual Learning with Mixture-of-Experts for Universal Dexterous Grasping—0
Forecasting Smog Clouds With Deep Learning—0
Fast and Sample Efficient Multi-Task Representation Learning in Stochastic Contextual Bandits—0
Domain Aware Multi-Task Pretraining of 3D Swin Transformer for T1-weighted Brain MRICode0
Enhancing Romanian Offensive Language Detection through Knowledge Distillation, Multi-Task Learning, and Data Augmentation—0
UIR-LoRA: Achieving Universal Image Restoration through Multiple Low-Rank AdaptationCode0
The Perfect Blend: Redefining RLHF with Mixture of Judges—0
Fine-Tuning Automatic Speech Recognition for People with Parkinson's: An Effective Strategy for Enhancing Speech Technology Accessibility—0
Dual-Attention Frequency Fusion at Multi-Scale for Joint Segmentation and Deformable Medical Image Registration—0
Test Case-Informed Knowledge Tracing for Open-ended Coding TasksCode0
Temporal2Seq: A Unified Framework for Temporal Video Understanding Tasks—0
Uni-Med: A Unified Medical Generalist Foundation Model For Multi-Task Learning Via Connector-MoECode1
MT2KD: Towards A General-Purpose Encoder for Speech, Speaker, and Audio Events—0
Learning Representation for Multitask learning through Self Supervised Auxiliary learning—0
Task Addition in Multi-Task Learning by Geometrical Alignment—0
PitRSDNet: Predicting Intra-operative Remaining Surgery Duration in Endoscopic Pituitary Surgery—0
A Modular-based Strategy for Mitigating Gradient Conflicts in Simultaneous Speech Translation—0
Understanding Stain Separation Improves Cross-Scanner Adenocarcinoma Segmentation with Joint Multi-Task LearningCode0
ID-Guard: A Universal Framework for Combating Facial Manipulation via Breaking Identification—0
Efficient Low-Resolution Face Recognition via Bridge Distillation—0
Scale-specific auxiliary multi-task contrastive learning for deep liver vessel segmentation—0
An Enhanced-State Reinforcement Learning Algorithm for Multi-Task Fusion in Large-Scale Recommender Systems—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