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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 201250 of 3687 papers

TitleStatusHype
Camera Calibration through Camera Projection LossCode1
Grounding Psychological Shape Space in Convolutional Neural NetworksCode1
CaSiNo: A Corpus of Campsite Negotiation Dialogues for Automatic Negotiation SystemsCode1
HEProto: A Hierarchical Enhancing ProtoNet based on Multi-Task Learning for Few-shot Named Entity RecognitionCode1
Adjacency List Oriented Relational Fact Extraction via Adaptive Multi-task LearningCode1
Cascading Residual Graph Convolutional Network for Multi-Behavior RecommendationCode1
Hierarchical Time-Aware Mixture of Experts for Multi-Modal Sequential RecommendationCode1
A Multi-Task Learning Approach to Linear Multivariate ForecastingCode1
CERBERUS: Simple and Effective All-In-One Automotive Perception Model with Multi Task LearningCode1
CentralNet: a Multilayer Approach for Multimodal FusionCode1
CH-SIMS: A Chinese Multimodal Sentiment Analysis Dataset with Fine-grained Annotation of ModalityCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
CIF: Continuous Integrate-and-Fire for End-to-End Speech RecognitionCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series DataCode1
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
Ask Your Humans: Using Human Instructions to Improve Generalization in Reinforcement LearningCode1
A Multi-Task Learning Framework for Multi-Target Stance DetectionCode1
ELIT: Emory Language and Information ToolkitCode1
A Multi-task Learning Framework for Opinion Triplet ExtractionCode1
Efficient Diffusion Training via Min-SNR Weighting StrategyCode1
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesCode1
Efficient Depth Estimation for Unstable Stereo Camera Systems on AR GlassesCode1
Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in TextsCode1
Compressed Context Memory For Online Language Model InteractionCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
A Recurrent Vision-and-Language BERT for NavigationCode1
ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text TranslationCode1
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less DataCode1
Conflict-Averse Gradient Descent for Multi-task LearningCode1
Context-Aware Answer Extraction in Question AnsweringCode1
Continued Pretraining for Better Zero- and Few-Shot PromptabilityCode1
Adversarial Multi-task Learning Enhanced Physics-informed Neural Networks for Solving Partial Differential EquationsCode1
In Defense of the Unitary Scalarization for Deep Multi-Task LearningCode1
A Multi-view Multi-task Learning Framework for Multi-variate Time Series ForecastingCode1
Acoustic Prompt Tuning: Empowering Large Language Models with Audition CapabilitiesCode1
DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot LearningCode1
Edge-MoE: Memory-Efficient Multi-Task Vision Transformer Architecture with Task-level Sparsity via Mixture-of-ExpertsCode1
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task LearningCode1
Curriculum-based Asymmetric Multi-task Reinforcement LearningCode1
Copolymer Informatics with Multi-Task Deep Neural NetworksCode1
AIONER: All-in-one scheme-based biomedical named entity recognition using deep learningCode1
CoTexT: Multi-task Learning with Code-Text TransformerCode1
Analyzing Multi-Task Learning for Abstractive Text SummarizationCode1
Hierarchical Bayesian Modelling for Knowledge Transfer Across Engineering Fleets via Multitask LearningCode1
COVID-CT-Dataset: A CT Scan Dataset about COVID-19Code1
DenseMTL: Cross-task Attention Mechanism for Dense Multi-task LearningCode1
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object TrackingCode1
Efficient Continuous Pareto Exploration in Multi-Task LearningCode1
Empirical Bayes Transductive Meta-Learning with Synthetic GradientsCode1
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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