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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
Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based RecommendationCode1
BoIR: Box-Supervised Instance Representation for Multi-Person Pose EstimationCode1
Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective AdaptationCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
Adjacency List Oriented Relational Fact Extraction via Adaptive Multi-task LearningCode1
Bridging Text and Video: A Universal Multimodal Transformer for Video-Audio Scene-Aware DialogCode1
Camera Calibration through Camera Projection LossCode1
A Multi-Task Learning Approach to Linear Multivariate ForecastingCode1
Hierarchical Multi-Label Classification of Scientific DocumentsCode1
Hierarchical Pronunciation Assessment with Multi-Aspect AttentionCode1
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object TrackingCode1
CaSiNo: A Corpus of Campsite Negotiation Dialogues for Automatic Negotiation SystemsCode1
Histogram of Oriented Gradients Meet Deep Learning: A Novel Multi-task Deep Network for Medical Image Semantic SegmentationCode1
Causal Inference for Chatting HandoffCode1
A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series DataCode1
CH-SIMS: A Chinese Multimodal Sentiment Analysis Dataset with Fine-grained Annotation of ModalityCode1
Human Mobility Prediction with Causal and Spatial-constrained Multi-task NetworkCode1
A Multi-Task Learning Framework for Multi-Target Stance DetectionCode1
Efficient Continuous Pareto Exploration in Multi-Task LearningCode1
A Multi-task Learning Framework for Opinion Triplet ExtractionCode1
DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot LearningCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
Dual-Domain Coarse-to-Fine Progressive Estimation Network for Simultaneous Denoising, Limited-View Reconstruction, and Attenuation Correction of Cardiac SPECTCode1
Edge-MoE: Memory-Efficient Multi-Task Vision Transformer Architecture with Task-level Sparsity via Mixture-of-ExpertsCode1
Efficient Depth Estimation for Unstable Stereo Camera Systems on AR GlassesCode1
Improving Image Captioning with Better Use of CaptionsCode1
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesCode1
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and GenerationCode1
DiTASK: Multi-Task Fine-Tuning with Diffeomorphic TransformationsCode1
Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task LearningCode1
In Defense of the Unitary Scalarization for Deep Multi-Task LearningCode1
Compressed Context Memory For Online Language Model InteractionCode1
Adversarial Multi-task Learning Enhanced Physics-informed Neural Networks for Solving Partial Differential EquationsCode1
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
AIONER: All-in-one scheme-based biomedical named entity recognition using deep learningCode1
Acoustic Prompt Tuning: Empowering Large Language Models with Audition CapabilitiesCode1
A Recurrent Vision-and-Language BERT for NavigationCode1
Instruction Tuning for Few-Shot Aspect-Based Sentiment AnalysisCode1
DisCor: Corrective Feedback in Reinforcement Learning via Distribution CorrectionCode1
Does Text Attract Attention on E-Commerce Images: A Novel Saliency Prediction Dataset and MethodCode1
Context-Aware Answer Extraction in Question AnsweringCode1
Joint-Task Regularization for Partially Labeled Multi-Task LearningCode1
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task IntegrationCode1
Analyzing Multi-Task Learning for Abstractive Text SummarizationCode1
Continued Pretraining for Better Zero- and Few-Shot PromptabilityCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
CoTexT: Multi-task Learning with Code-Text TransformerCode1
Efficient Diffusion Training via Min-SNR Weighting StrategyCode1
Copolymer Informatics with Multi-Task Deep Neural NetworksCode1
DESCN: Deep Entire Space Cross Networks for Individual Treatment Effect EstimationCode1
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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