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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 1051–1100 of 3687 papers

TitleStatusHype
Multi-task learning for tissue segmentation and tumor detection in colorectal cancer histology slidesCode0
Practical Lessons on Optimizing Sponsored Products in eCommerce—0
A Diffusion-based Method for Multi-turn Compositional Image Generation—0
A Transformer-Based Deep Learning Approach for Fairly Predicting Post-Liver Transplant Risk Factors—0
Specialty-Oriented Generalist Medical AI for Chest CT ScreeningCode1
Click-aware Structure Transfer with Sample Weight Assignment for Post-Click Conversion Rate Estimation—0
Joint 2D-3D Multi-Task Learning on Cityscapes-3D: 3D Detection, Segmentation, and Depth EstimationCode2
Towards Flexible Multi-modal Document ModelsCode1
Learning from Similar Linear Representations: Adaptivity, Minimaxity, and RobustnessCode0
Learning the Distribution of Errors in Stereo Matching for Joint Disparity and Uncertainty EstimationCode1
Multi-Task Learning for Post-transplant Cause of Death Analysis: A Case Study on Liver Transplant—0
Why is the winner the best?—0
A Study of Autoregressive Decoders for Multi-Tasking in Computer Vision—0
Skill Reinforcement Learning and Planning for Open-World Long-Horizon Tasks—0
Predicting Adverse Neonatal Outcomes for Preterm Neonates with Multi-Task Learning—0
Multi-task Learning of Histology and Molecular Markers for Classifying Diffuse Glioma—0
Identification of Negative Transfers in Multitask Learning Using Surrogate ModelsCode0
OCELOT: Overlapped Cell on Tissue Dataset for Histopathology—0
Compositional Zero-Shot Domain Transfer with Text-to-Text Models—0
Self-distillation for surgical action recognitionCode1
LiDARFormer: A Unified Transformer-based Multi-task Network for LiDAR Perception—0
BigSmall: Efficient Multi-Task Learning for Disparate Spatial and Temporal Physiological MeasurementsCode2
Cascading Hierarchical Networks with Multi-task Balanced Loss for Fine-grained hashingCode0
Multi-task Adversarial Learning for Semi-supervised Trajectory-User LinkingCode0
Multi-Task Model Personalization for Federated Supervised SVM in Heterogeneous Networks—0
Efficient Computation Sharing for Multi-Task Visual Scene UnderstandingCode0
Efficient Diffusion Training via Min-SNR Weighting StrategyCode1
Improving Perceptual Quality, Intelligibility, and Acoustics on VoIP Platforms—0
PENet: A Joint Panoptic Edge Detection NetworkCode0
An End-to-End Multi-Task Learning Model for Image-based Table RecognitionCode1
Efficient Image-Text Retrieval via Keyword-Guided Pre-Screening—0
Relational Multi-Task Learning: Modeling Relations between Data and TasksCode3
Dynamic Neural Network for Multi-Task Learning Searching across Diverse Network Topologies—0
Mirror U-Net: Marrying Multimodal Fission with Multi-task Learning for Semantic Segmentation in Medical Imaging—0
Object-Centric Multi-Task Learning for Human Instances—0
Predictive Experience Replay for Continual Visual Control and ForecastingCode1
Multi-Task Sub-Band Network For Deep Residual Echo Suppression—0
Side-channel analysis against ANSSI’s protected AES implementation on ARM: end-to-end attacks with multi-task learningCode2
Adaptive Weight Assignment Scheme For Multi-task Learning—0
Gradient Coordination for Quantifying and Maximizing Knowledge Transference in Multi-Task Learning—0
HiNet: Novel Multi-Scenario & Multi-Task Learning with Hierarchical Information ExtractionCode1
Audio-Visual Deception Detection: DOLOS Dataset and Parameter-Efficient Crossmodal LearningCode1
Multi-task Meta Label Correction for Time Series PredictionCode0
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI ScansCode0
ESCL: Equivariant Self-Contrastive Learning for Sentence Representations—0
Better Together: Using Multi-task Learning to Improve Feature Selection within Structural Datasets—0
Searching for Effective Neural Network Architectures for Heart Murmur Detection from PhonocardiogramCode1
Model-Agnostic Meta-Learning for Natural Language Understanding Tasks in Finance—0
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
Visual Exemplar Driven Task-Prompting for Unified Perception in Autonomous Driving—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