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 1451–1500 of 3687 papers

TitleStatusHype
Learning from Similar Linear Representations: Adaptivity, Minimaxity, and RobustnessCode0
Why is the winner the best?—0
A Study of Autoregressive Decoders for Multi-Tasking in Computer Vision—0
Multi-Task Learning for Post-transplant Cause of Death Analysis: A Case Study on Liver Transplant—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
LiDARFormer: A Unified Transformer-based Multi-task Network for LiDAR Perception—0
Cascading Hierarchical Networks with Multi-task Balanced Loss for Fine-grained hashingCode0
Multi-Task Model Personalization for Federated Supervised SVM in Heterogeneous Networks—0
Multi-task Adversarial Learning for Semi-supervised Trajectory-User LinkingCode0
Efficient Computation Sharing for Multi-Task Visual Scene UnderstandingCode0
Improving Perceptual Quality, Intelligibility, and Acoustics on VoIP Platforms—0
PENet: A Joint Panoptic Edge Detection NetworkCode0
Efficient Image-Text Retrieval via Keyword-Guided Pre-Screening—0
Dynamic Neural Network for Multi-Task Learning Searching across Diverse Network Topologies—0
Object-Centric Multi-Task Learning for Human Instances—0
Mirror U-Net: Marrying Multimodal Fission with Multi-task Learning for Semantic Segmentation in Medical Imaging—0
Multi-Task Sub-Band Network For Deep Residual Echo Suppression—0
Adaptive Weight Assignment Scheme For Multi-task Learning—0
Gradient Coordination for Quantifying and Maximizing Knowledge Transference in Multi-Task Learning—0
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI ScansCode0
Multi-task Meta Label Correction for Time Series PredictionCode0
ESCL: Equivariant Self-Contrastive Learning for Sentence Representations—0
Better Together: Using Multi-task Learning to Improve Feature Selection within Structural Datasets—0
Model-Agnostic Meta-Learning for Natural Language Understanding Tasks in Finance—0
Visual Exemplar Driven Task-Prompting for Unified Perception in Autonomous Driving—0
Simultaneous prediction of hand gestures, handedness, and hand keypoints using thermal imagesCode0
Artificial Intelligence for Dementia Research Methods Optimization—0
Multi-Task Self-Supervised Time-Series Representation Learning—0
Multi-task neural networks by learned contextual inputs—0
MMA-MRNNet: Harnessing Multiple Models of Affect and Dynamic Masked RNN for Precise Facial Expression Intensity Estimation—0
Curriculum Based Multi-Task Learning for Parkinson's Disease Detection—0
Scalable Attribution of Adversarial Attacks via Multi-Task Learning—0
TUTORING: Instruction-Grounded Conversational Agent for Language Learners—0
A Framework for Unified Real-time Personalized and Non-Personalized Speech Enhancement—0
Drugs Resistance Analysis from Scarce Health Records via Multi-task Graph Representation—0
MM-SFENet: Multi-scale Multi-task Localization and Classification of Bladder Cancer in MRI with Spatial Feature Encoder Network—0
Preventing Catastrophic Forgetting in Continual Learning of New Natural Language Tasks—0
Device Tuning for Multi-Task Large Model—0
MulGT: Multi-task Graph-Transformer with Task-aware Knowledge Injection and Domain Knowledge-driven Pooling for Whole Slide Image Analysis—0
Transductive Matrix Completion with Calibration for Multi-Task Learning—0
MaxGNR: A Dynamic Weight Strategy via Maximizing Gradient-to-Noise Ratio for Multi-Task Learning—0
RobustDistiller: Compressing Universal Speech Representations for Enhanced Environment Robustness—0
Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning?—0
Multi-Task Differential Privacy Under Distribution Skew—0
PrefixMol: Target- and Chemistry-aware Molecule Design via Prefix Embedding—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