SOTAVerified

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
Leveraging Language Representation for Material Recommendation, Ranking, and ExplorationCode1
MTC: A Multi-Task Model for Encrypted Network Traffic Classification Based on Transformer and 1D-CNNCode1
π-Tuning: Transferring Multimodal Foundation Models with Optimal Multi-task InterpolationCode1
MetaBEV: Solving Sensor Failures for BEV Detection and Map SegmentationCode1
Magnitude Invariant Parametrizations Improve Hypernetwork LearningCode1
AdaTT: Adaptive Task-to-Task Fusion Network for Multitask Learning in RecommendationsCode1
Specialty-Oriented Generalist Medical AI for Chest CT ScreeningCode1
Towards Flexible Multi-modal Document ModelsCode1
Learning the Distribution of Errors in Stereo Matching for Joint Disparity and Uncertainty EstimationCode1
Self-distillation for surgical action recognitionCode1
Efficient Diffusion Training via Min-SNR Weighting StrategyCode1
An End-to-End Multi-Task Learning Model for Image-based Table RecognitionCode1
Predictive Experience Replay for Continual Visual Control and ForecastingCode1
HiNet: Novel Multi-Scenario & Multi-Task Learning with Hierarchical Information ExtractionCode1
Audio-Visual Deception Detection: DOLOS Dataset and Parameter-Efficient Crossmodal LearningCode1
Searching for Effective Neural Network Architectures for Heart Murmur Detection from PhonocardiogramCode1
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
Image-Based and Partially Categorical Annotating Approach for Pedestrian Attribute RecognitionCode1
Unifying Speech Enhancement and Separation with Gradient Modulation for End-to-End Noise-Robust Speech SeparationCode1
Gradient Remedy for Multi-Task Learning in End-to-End Noise-Robust Speech RecognitionCode1
Recon: Reducing Conflicting Gradients from the Root for Multi-Task LearningCode1
Lip-to-Speech Synthesis in the Wild with Multi-task LearningCode1
Extraction of cropland field parcels with high resolution remote sensing using multi-task learningCode1
Feature Decomposition for Reducing Negative Transfer: A Novel Multi-task Learning Method for Recommender SystemCode1
Multi-Task Recommendations with Reinforcement LearningCode1
Unifying Molecular and Textual Representations via Multi-task Language ModellingCode1
Pre-training for Speech Translation: CTC Meets Optimal TransportCode1
tasksource: A Dataset Harmonization Framework for Streamlined NLP Multi-Task Learning and EvaluationCode1
DeMT: Deformable Mixer Transformer for Multi-Task Learning of Dense PredictionCode1
The CropAndWeed Dataset: A Multi-Modal Learning Approach for Efficient Crop and Weed ManipulationCode1
Push-the-Boundary: Boundary-aware Feature Propagation for Semantic Segmentation of 3D Point CloudsCode1
Dataless Knowledge Fusion by Merging Weights of Language ModelsCode1
OFASys: A Multi-Modal Multi-Task Learning System for Building Generalist ModelsCode1
What do you MEME? Generating Explanations for Visual Semantic Role Labelling in MemesCode1
AIONER: All-in-one scheme-based biomedical named entity recognition using deep learningCode1
Global and Local Hierarchy-aware Contrastive Framework for Implicit Discourse Relation RecognitionCode1
Multi-Task Learning of Object State Changes from Uncurated VideosCode1
Unified Multimodal Model with Unlikelihood Training for Visual DialogCode1
Multi-task Learning for Camera CalibrationCode1
Multi-task Learning for Sparse Traffic ForecastingCode1
Hierarchical Pronunciation Assessment with Multi-Aspect AttentionCode1
FedCL: Federated Multi-Phase Curriculum Learning to Synchronously Correlate User HeterogeneityCode1
MT4SSL: Boosting Self-Supervised Speech Representation Learning by Integrating Multiple TargetsCode1
Radiomics-enhanced Deep Multi-task Learning for Outcome Prediction in Head and Neck CancerCode1
Trackerless freehand ultrasound with sequence modelling and auxiliary transformation over past and future framesCode1
Hyperparameter optimization in deep multi-target predictionCode1
TLP: A Deep Learning-based Cost Model for Tensor Program TuningCode1
Curriculum-based Asymmetric Multi-task Reinforcement LearningCode1
Hierarchical Multi-Label Classification of Scientific DocumentsCode1
Semantic SuperPoint: A Deep Semantic DescriptorCode1
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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