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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

Showing 501550 of 3687 papers

TitleStatusHype
Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective AdaptationCode1
Improving Semi-Supervised and Domain-Adaptive Semantic Segmentation with Self-Supervised Depth EstimationCode1
Hierarchical Bayesian Modelling for Knowledge Transfer Across Engineering Fleets via Multitask LearningCode1
Kungfupanda at SemEval-2020 Task 12: BERT-Based Multi-Task Learning for Offensive Language DetectionCode1
Static for Dynamic: Towards a Deeper Understanding of Dynamic Facial Expressions Using Static Expression DataCode1
Incorporating Commonsense Knowledge into Story Ending Generation via Heterogeneous Graph NetworksCode1
Joint-Task Regularization for Partially Labeled Multi-Task LearningCode1
UniSpeech-SAT: Universal Speech Representation Learning with Speaker Aware Pre-TrainingCode1
In Defense of the Unitary Scalarization for Deep Multi-Task LearningCode1
Indoor Scene Recognition in 3DCode1
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and GenerationCode1
JPerceiver: Joint Perception Network for Depth, Pose and Layout Estimation in Driving ScenesCode1
Kungfupanda at SemEval-2020 Task 12: BERT-Based Multi-TaskLearning for Offensive Language DetectionCode1
JOINED : Prior Guided Multi-task Learning for Joint Optic Disc/Cup Segmentation and Fovea DetectionCode1
JIST: Joint Image and Sequence Training for Sequential Visual Place RecognitionCode1
Camera Calibration through Camera Projection LossCode1
An Effective System for Multi-format Information ExtractionCode1
Jointformer: Single-Frame Lifting Transformer with Error Prediction and Refinement for 3D Human Pose EstimationCode1
An Efficient Framework for Clustered Federated LearningCode1
Exploiting Learnable Joint Groups for Hand Pose EstimationCode1
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesCode1
Combinatorial Optimization Perspective based Framework for Multi-behavior RecommendationCode1
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
Knowledge Distillation for Multi-task LearningCode1
Cascading Residual Graph Convolutional Network for Multi-Behavior RecommendationCode1
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
Compressed Context Memory For Online Language Model InteractionCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
Causal Inference for Chatting HandoffCode1
Instruction Tuning for Few-Shot Aspect-Based Sentiment AnalysisCode1
Language Models are Unsupervised Multitask LearnersCode1
An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language ModelsCode1
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
CentralNet: a Multilayer Approach for Multimodal FusionCode1
CERBERUS: Simple and Effective All-In-One Automotive Perception Model with Multi Task LearningCode1
LEAF: A Benchmark for Federated SettingsCode1
Learning Class-Transductive Intent Representations for Zero-shot Intent DetectionCode1
A Frustratingly Easy Approach for Entity and Relation ExtractionCode1
Context-Aware Answer Extraction in Question AnsweringCode1
An End-to-End Multi-Task Learning Model for Image-based Table RecognitionCode1
Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment AnalysisCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
Continued Pretraining for Better Zero- and Few-Shot PromptabilityCode1
AdaMerging: Adaptive Model Merging for Multi-Task LearningCode1
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task IntegrationCode1
CH-SIMS: A Chinese Multimodal Sentiment Analysis Dataset with Fine-grained Annotation of ModalityCode1
CIF: Continuous Integrate-and-Fire for End-to-End Speech RecognitionCode1
Learning to Predict 3D Lane Shape and Camera Pose from a Single Image via Geometry ConstraintsCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7Unverified
2CAGrad∆m%112.8Unverified
3IMTL-G∆m%77.2Unverified
4Nash-MTL∆m%62Unverified
5BayesAgg-MTL∆m%53.7Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41Unverified
2Nash-MTLmIoU75.41Unverified
3MultiObjectiveOptimizationmIoU66.63Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14Unverified
2Nash-MTLMean IoU40.13Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52Unverified
2Mixture-of-ExpertsAverage Accuracy92.19Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3Unverified