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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 2201–2250 of 3687 papers

TitleStatusHype
Training ELECTRA Augmented with Multi-word Selection—0
Multi-Task Deep Visual-Semantic Embedding for Video Thumbnail Selection—0
Multi-Task Differential Privacy Under Distribution Skew—0
Multi-Task Distributed Learning using Vision Transformer with Random Patch Permutation—0
Multi-Task Distribution Learning—0
Multi-Task Domain Adaptation for Language Grounding with 3D Objects—0
Training Flexible Depth Model by Multi-Task Learning for Neural Machine Translation—0
Multitask Emotion Recognition Model with Knowledge Distillation and Task Discriminator—0
When is an SHM problem a Multi-Task-Learning problem?—0
Multi-task Feature Selection based Anomaly Detection—0
Multi-Task Fusion via Reinforcement Learning for Long-Term User Satisfaction in Recommender Systems—0
Multi-task Gaussian Process Learning of Robot Inverse Dynamics—0
A Study on Speech Assessment with Visual Cues—0
Training Medical Image Analysis Systems like Radiologists—0
Training multi-objective/multi-task collocation physics-informed neural network with student/teachers transfer learnings—0
A Study of Transducer based End-to-End ASR with ESPnet: Architecture, Auxiliary Loss and Decoding Strategies—0
A Study of Autoregressive Decoders for Multi-Tasking in Computer Vision—0
ASR-Aware End-to-end Neural Diarization—0
Multi-task Highly Adaptive Lasso—0
Multi-task human analysis in still images: 2D/3D pose, depth map, and multi-part segmentation—0
Multi-Task Image-Based Dietary Assessment for Food Recognition and Portion Size Estimation—0
MIMT: Multi-Illuminant Color Constancy via Multi-Task Local Surface and Light Color Learning—0
Transductive Auxiliary Task Self-Training for Neural Multi-Task Models—0
Aspect-Based Sentiment Analysis using Local Context Focus Mechanism with DeBERTa—0
Multitask Kernel-based Learning with Logic Constraints—0
Multi-Task Label Embedding for Text Classification—0
Multi-task Language Modeling for Improving Speech Recognition of Rare Words—0
Multi-Task Learning and Adapted Knowledge Models for Emotion-Cause Extraction—0
Aspect-Based Sentiment Analysis and Singer Name Entity Recognition using Parameter Generation Network Based Transfer Learning—0
Transductive Learning for Multi-Task Copula Processes—0
Multi-task Learning Approach for Modulation and Wireless Signal Classification for 5G and Beyond: Edge Deployment via Model Compression—0
Transductive Matrix Completion with Calibration for Multi-Task Learning—0
Ask the GRU: Multi-Task Learning for Deep Text Recommendations—0
Multi-Task Learning as enabler for General-Purpose AI-native RAN—0
A Single-Shot Arbitrarily-Shaped Text Detector based on Context Attended Multi-Task Learning—0
Multi-Task Learning based Convolutional Models with Curriculum Learning for the Anisotropic Reynolds Stress Tensor in Turbulent Duct Flow—0
Multi-task Learning-based CSI Feedback Design in Multiple Scenarios—0
Multi Task Learning based Framework for Multimodal Classification—0
Multi-task Learning-based Joint CSI Prediction and Predictive Transmitter Selection for Security—0
Transferable Multi-level Attention Neural Network for Accurate Prediction of Quantum Chemistry Properties via Multi-task Learning—0
Transfer and Multi-Task Learning for Noun--Noun Compound Interpretation—0
When is Multi-task Learning Beneficial for Low-Resource Noisy Code-switched User-generated Algerian Texts?—0
Multi-task learning-based temporal pattern matching network for guitar tablature transcription—0
Multi-Task Learning based Video Anomaly Detection with Attention—0
Multi-Task Learning by a Top-Down Control Network—0
Transfer Learning and Augmentation for Word Sense Disambiguation—0
Multi-task Learning by Leveraging the Semantic Information—0
Multi-Task Learning by Maximizing Statistical Dependence—0
Multi-Task Learning-Enabled Automatic Vessel Draft Reading for Intelligent Maritime Surveillance—0
When is Task Vector Provably Effective for Model Editing? A Generalization Analysis of Nonlinear Transformers—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