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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 351400 of 3687 papers

TitleStatusHype
Accurate Emotion Strength Assessment for Seen and Unseen Speech Based on Data-Driven Deep LearningCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
Cyclic Learning: Bridging Image-level Labels and Nuclei Instance SegmentationCode1
Legal Judgment Prediction with Multi-Stage CaseRepresentation Learning in the Real Court SettingCode1
Allophant: Cross-lingual Phoneme Recognition with Articulatory AttributesCode1
Leveraging Language Representation for Material Recommendation, Ranking, and ExplorationCode1
Generalized Multi-Task Learning from Substantially Unlabeled Multi-Source Medical Image DataCode1
GaitFormer: Learning Gait Representations with Noisy Multi-Task LearningCode1
AdaTT: Adaptive Task-to-Task Fusion Network for Multitask Learning in RecommendationsCode1
Dataless Knowledge Fusion by Merging Weights of Language ModelsCode1
Lip-to-Speech Synthesis in the Wild with Multi-task LearningCode1
Logical Form Generation via Multi-task Learning for Complex Question Answering over Knowledge BasesCode1
LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language ModelsCode1
Bi-Directional Attention for Joint Instance and Semantic Segmentation in Point CloudsCode1
Forgetting to learn logic programsCode1
M^3ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-designCode1
ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft PromptsCode1
Achelous++: Power-Oriented Water-Surface Panoptic Perception Framework on Edge Devices based on Vision-Radar Fusion and Pruning of Heterogeneous ModalitiesCode1
AdaMSS: Adaptive Multi-Modality Segmentation-to-Survival Learning for Survival Outcome Prediction from PET/CT ImagesCode1
AdaMerging: Adaptive Model Merging for Multi-Task LearningCode1
MerRec: A Large-scale Multipurpose Mercari Dataset for Consumer-to-Consumer Recommendation SystemsCode1
Deeper Task-Specificity Improves Joint Entity and Relation ExtractionCode1
Deep Learning for Automatic Pneumonia DetectionCode1
Deep Homography Estimation for Dynamic ScenesCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
Deep Multi-Task Learning for SSVEP Detection and Visual Response MappingCode1
Bayesian Uncertainty for Gradient Aggregation in Multi-Task LearningCode1
End-to-end Autonomous Driving with Semantic Depth Cloud Mapping and Multi-agentCode1
Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning FrameworkCode1
Audio-Visual Deception Detection: DOLOS Dataset and Parameter-Efficient Crossmodal LearningCode1
Grounding Psychological Shape Space in Convolutional Neural NetworksCode1
Mining the Benefits of Two-stage and One-stage HOI DetectionCode1
An End-to-End Multi-Task Learning Model for Image-based Table RecognitionCode1
A Frustratingly Easy Approach for Entity and Relation ExtractionCode1
AV-RIR: Audio-Visual Room Impulse Response EstimationCode1
DeMT: Deformable Mixer Transformer for Multi-Task Learning of Dense PredictionCode1
FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear ModulationCode1
DESCN: Deep Entire Space Cross Networks for Individual Treatment Effect EstimationCode1
Detecting 32 Pedestrian Attributes for Autonomous VehiclesCode1
Avoiding Catastrophe: Active Dendrites Enable Multi-Task Learning in Dynamic EnvironmentsCode1
FINER: Enhancing State-of-the-art Classifiers with Feature Attribution to Facilitate Security AnalysisCode1
MRI-based Multi-task Decoupling Learning for Alzheimer's Disease Detection and MMSE Score Prediction: A Multi-site ValidationCode1
A Dependency Syntactic Knowledge Augmented Interactive Architecture for End-to-End Aspect-based Sentiment AnalysisCode1
Fine-Tuning Attention Modules Only: Enhancing Weight Disentanglement in Task ArithmeticCode1
An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language ModelsCode1
MTI-Net: Multi-Scale Task Interaction Networks for Multi-Task LearningCode1
DisCor: Corrective Feedback in Reinforcement Learning via Distribution CorrectionCode1
MTL-LoRA: Low-Rank Adaptation for Multi-Task LearningCode1
A Multi-task Framework for Infrared Small Target Detection and SegmentationCode1
AutoMTL: A Programming Framework for Automating Efficient 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