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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 151200 of 3687 papers

TitleStatusHype
CSI-Bench: A Large-Scale In-the-Wild Dataset for Multi-task WiFi SensingCode1
Curriculum-based Asymmetric Multi-task Reinforcement LearningCode1
Deeper Task-Specificity Improves Joint Entity and Relation ExtractionCode1
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task LearningCode1
Continued Pretraining for Better Zero- and Few-Shot PromptabilityCode1
CoTexT: Multi-task Learning with Code-Text TransformerCode1
ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text TranslationCode1
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less DataCode1
A Large Scale Search Dataset for Unbiased Learning to RankCode1
Combinatorial Optimization Perspective based Framework for Multi-behavior RecommendationCode1
Compressed Context Memory For Online Language Model InteractionCode1
Context-Aware Answer Extraction in Question AnsweringCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task IntegrationCode1
Copolymer Informatics with Multi-Task Deep Neural NetworksCode1
360 Depth Estimation in the Wild -- The Depth360 Dataset and the SegFuse NetworkCode1
DenseMTL: Cross-task Attention Mechanism for Dense Multi-task LearningCode1
Adaptive Transfer Learning on Graph Neural NetworksCode1
CTIN: Robust Contextual Transformer Network for Inertial NavigationCode1
Conflict-Averse Gradient Descent for Multi-task LearningCode1
Cyclic Learning: Bridging Image-level Labels and Nuclei Instance SegmentationCode1
AdaRank: Adaptive Rank Pruning for Enhanced Model MergingCode1
Dataless Knowledge Fusion by Merging Weights of Language ModelsCode1
COVID-CT-Dataset: A CT Scan Dataset about COVID-19Code1
A Multi-Task Learning Framework for Multi-Target Stance DetectionCode1
Allophant: Cross-lingual Phoneme Recognition with Articulatory AttributesCode1
AdaMSS: Adaptive Multi-Modality Segmentation-to-Survival Learning for Survival Outcome Prediction from PET/CT ImagesCode1
Deep Homography Estimation for Dynamic ScenesCode1
DeepUnifiedMom: Unified Time-series Momentum Portfolio Construction via Multi-Task Learning with Multi-Gate Mixture of ExpertsCode1
DeMT: Deformable Mixer Transformer for Multi-Task Learning of Dense PredictionCode1
Denoising Task Routing for Diffusion ModelsCode1
ELIT: Emory Language and Information ToolkitCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
CIF: Continuous Integrate-and-Fire for End-to-End Speech RecognitionCode1
DisCor: Corrective Feedback in Reinforcement Learning via Distribution CorrectionCode1
Does Text Attract Attention on E-Commerce Images: A Novel Saliency Prediction Dataset and MethodCode1
Dual-Domain Coarse-to-Fine Progressive Estimation Network for Simultaneous Denoising, Limited-View Reconstruction, and Attenuation Correction of Cardiac SPECTCode1
A Multi-Head Ensemble Multi-Task Learning Approach for Dynamical Computation OffloadingCode1
Edge-MoE: Memory-Efficient Multi-Task Vision Transformer Architecture with Task-level Sparsity via Mixture-of-ExpertsCode1
Empirical Bayes Transductive Meta-Learning with Synthetic GradientsCode1
Encoding formulas as deep networks: Reinforcement learning for zero-shot execution of LTL formulasCode1
End-to-end Emotion-Cause Pair Extraction via Learning to LinkCode1
End-to-End Multi-Task Learning with AttentionCode1
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
A Dependency Syntactic Knowledge Augmented Interactive Architecture for End-to-End Aspect-based Sentiment AnalysisCode1
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial TrainingCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
A Multi-task Framework for Infrared Small Target Detection and SegmentationCode1
CERBERUS: Simple and Effective All-In-One Automotive Perception Model with Multi Task LearningCode1
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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