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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 3501–3550 of 3687 papers

TitleStatusHype
Patterns for Learning with Side InformationCode0
TaskWeb: Selecting Better Source Tasks for Multi-task NLPCode0
Direction-oriented Multi-objective Learning: Simple and Provable Stochastic AlgorithmsCode0
Federated Multi-Task Learning on Non-IID Data Silos: An Experimental StudyCode0
Multiple Instance Learning with Auxiliary Task Weighting for Multiple Myeloma ClassificationCode0
Multiple Wasserstein Gradient Descent Algorithm for Multi-Objective Distributional OptimizationCode0
Sequential Cross Attention Based Multi-task LearningCode0
Task-wise Split Gradient Boosting Trees for Multi-center Diabetes PredictionCode0
PD3: Better Low-Resource Cross-Lingual Transfer By Combining Direct Transfer and Annotation ProjectionCode0
Sequential Recommendation for Optimizing Both Immediate Feedback and Long-term RetentionCode0
A Multi-lingual Multi-task Architecture for Low-resource Sequence LabelingCode0
Dimension-reduced Optimization of Multi-zone Thermostatically Controlled LoadsCode0
Dancing in Chains: Reconciling Instruction Following and Faithfulness in Language ModelsCode0
CLMSM: A Multi-Task Learning Framework for Pre-training on Procedural TextCode0
Digital-twin-enhanced metal tube bending forming real-time prediction method based on Multi-source-input MTLCode0
Determining Question-Answer Plausibility in Crowdsourced Datasets Using Multi-Task LearningCode0
Multi-Task Accelerated MR Reconstruction Schemes for Jointly Training Multiple ContrastsCode0
Detecting semantic anomaliesCode0
Multi-task Active Learning for Pre-trained Transformer-based ModelsCode0
A Modulation Module for Multi-task Learning with Applications in Image RetrievalCode0
Multi-task Adversarial Learning for Semi-supervised Trajectory-User LinkingCode0
PENet: A Joint Panoptic Edge Detection NetworkCode0
AnywhereDoor: Multi-Target Backdoor Attacks on Object DetectionCode0
Perceptual Loss based Speech Denoising with an ensemble of Audio Pattern Recognition and Self-Supervised ModelsCode0
Federated Multi-Task LearningCode0
PersEmoN: A Deep Network for Joint Analysis of Apparent Personality, Emotion and Their RelationshipCode0
Feature-weighted elastic net: using "features of features" for better predictionCode0
Detecting Political Biases of Named Entities and Hashtags on TwitterCode0
Persian Natural Language Inference: A Meta-learning approachCode0
A Method for Discovering Novel Classes in Tabular DataCode0
Transformer-based Multi-task Learning for Disaster Tweet CategorisationCode0
Personalization in Goal-Oriented DialogCode0
Multi-Task Convolutional Neural Network for Pose-Invariant Face RecognitionCode0
A Match Made in Heaven: A Multi-task Framework for Hyperbole and Metaphor DetectionCode0
TeamLoRA: Boosting Low-Rank Adaptation with Expert Collaboration and CompetitionCode0
Feature-oriented Deep Learning Framework for Pulmonary Cone-beam CT (CBCT) Enhancement with Multi-task Customized Perceptual LossCode0
UniT: Multimodal Multitask Learning with a Unified TransformerCode0
An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity RecognitionCode0
An Understanding-Oriented Robust Machine Reading Comprehension ModelCode0
An Overview of Multi-Task Learning in Deep Neural NetworksCode0
Adversarial Multi-Task Deep Learning for Noise-Robust Voice Activity Detection with Low Algorithmic DelayCode0
Veritatem Dies Aperit- Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding ApproachCode0
Veritatem Dies Aperit - Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding ApproachCode0
Detecting Moments of Change and Suicidal Risks in Longitudinal User Texts Using Multi-task LearningCode0
Multi-task Deep Reinforcement Learning with PopArtCode0
Detailed delineation of the fetal brain in diffusion MRI via multi-task learningCode0
DenseBox: Unifying Landmark Localization with End to End Object DetectionCode0
Clipped-Objective Policy Gradients for Pessimistic Policy OptimizationCode0
A Novel Multi-Task Learning Approach for Context-Sensitive Compound Type Identification in SanskritCode0
An Integrated Approach for Keyphrase Generation via Exploring the Power of Retrieval and ExtractionCode0
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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