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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 2901–2950 of 3687 papers

TitleStatusHype
Multi-Task Self-Supervised Learning for Image Segmentation Task—0
Multi-Task Self-Supervised Object Detection via Recycling of Bounding Box Annotations—0
Multi-Task Self-Supervised Pre-Training for Music Classification—0
Multi-Task Self-Supervised Time-Series Representation Learning—0
Multi-Task Self-Training for Learning General Representations—0
Multi-task Semi-supervised Learning for Pulmonary Lobe Segmentation—0
Multi-task Sentence Encoding Model for Semantic Retrieval in Question Answering Systems—0
Multi-task Sequence to Sequence Learning—0
Multi-Task Siamese Neural Network for Improving Replay Attack Detection—0
Multi-task single channel speech enhancement using speech presence probability as a secondary task training target—0
Multi-task Sparse Structure Learning—0
Multi-Task Sub-Band Network For Deep Residual Echo Suppression—0
Multi-task Supervised Learning via Cross-learning—0
Multi-Task Supervised Pretraining for Neural Domain Adaptation—0
Multi-task Swin Transformer for Motion Artifacts Classification and Cardiac Magnetic Resonance Image Segmentation—0
Multi-Task System Identification of Similar Linear Time-Invariant Dynamical Systems—0
Multi-Task Time Series Analysis applied to Drug Response Modelling—0
Multi-task twin support vector machine with Universum data—0
Multi-Task Variational Information Bottleneck—0
Multi-task Vector Field Learning—0
Multi-Task Video Captioning with Video and Entailment Generation—0
MultiTaskVIF: Segmentation-oriented visible and infrared image fusion via multi-task learning—0
Multi-task Voice Activated Framework using Self-supervised Learning—0
Multi-task WaveNet: A Multi-task Generative Model for Statistical Parametric Speech Synthesis without Fundamental Frequency Conditions—0
Multi-Task Word Alignment Triangulation for Low-Resource Languages—0
Multitrack Music Transcription with a Time-Frequency Perceiver—0
Multi-View Multi-Task Modeling with Speech Foundation Models for Speech Forensic Tasks—0
Multi-View representation learning in Multi-Task Scene—0
Multi-View Task-Driven Recognition in Visual Sensor Networks—0
MUSER: MUltimodal Stress Detection using Emotion Recognition as an Auxiliary Task—0
Domain Aware Training for Far-field Small-footprint Keyword Spotting—0
Mutual Learning to Adapt for Joint Human Parsing and Pose Estimation—0
MyoDex: A Generalizable Prior for Dexterous Manipulation—0
Myope Models -- Are face presentation attack detection models short-sighted?—0
Nacala-Roof-Material: Drone Imagery for Roof Detection, Classification, and Segmentation to Support Mosquito-borne Disease Risk Assessment—0
Named Entity Recognition in Multi-level Contexts—0
NAN: A Training-Free Solution to Coefficient Estimation in Model Merging—0
Natural Language Generation at Scale: A Case Study for Open Domain Question Answering—0
Navigating the Trade-Off between Multi-Task Learning and Learning to Multitask in Deep Neural Networks—0
Nested and Balanced Entity Recognition using Multi-Task Learning—0
Netmarble AI Center's WMT21 Automatic Post-Editing Shared Task Submission—0
Netmarble AI Center’s WMT21 Automatic Post-Editing Shared Task Submission—0
Network Clustering for Multi-task Learning—0
Networked Time Series Imputation via Position-aware Graph Enhanced Variational Autoencoders—0
Network-Scale Traffic Modeling and Forecasting with Graphical Lasso and Neural Networks—0
Neural Aesthetic Image Reviewer—0
Neural and FST-based approaches to grammatical error correction—0
Neural Architectures for Multilingual Semantic Parsing—0
Neural Chinese Word Segmentation with Dictionary Knowledge—0
NeuralHOFusion: Neural Volumetric Rendering under Human-object Interactions—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