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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

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Showing 3251–3300 of 3687 papers

TitleStatusHype
HyperFace: A Deep Multi-task Learning Framework for Face Detection, Landmark Localization, Pose Estimation, and Gender RecognitionCode0
An Empirical Study Of Self-supervised Learning Approaches For Object Detection With TransformersCode0
NCLS: Neural Cross-Lingual SummarizationCode0
NDDR-CNN: Layerwise Feature Fusing in Multi-Task CNNs by Neural Discriminative Dimensionality ReductionCode0
Negation Triplet Extraction with Syntactic Dependency and Semantic ConsistencyCode0
SurgeryV2: Bridging the Gap Between Model Merging and Multi-Task Learning with Deep Representation SurgeryCode0
Hybrid Losses for Hierarchical Embedding LearningCode0
AP-MTL: Attention Pruned Multi-task Learning Model for Real-time Instrument Detection and Segmentation in Robot-assisted SurgeryCode0
Many Task Learning with Task RoutingCode0
Robust-Multi-Task Gradient BoostingCode0
Context-aware Multi-task Learning for Pedestrian Intent and Trajectory PredictionCode0
Clustered Federated Learning via Generalized Total Variation MinimizationCode0
Robust Multi-Task Learning with Excess RisksCode0
MaskMTL: Attribute prediction in masked facial images with deep multitask learningCode0
Zero-Shot Rationalization by Multi-Task Transfer Learning from Question AnsweringCode0
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI ScansCode0
Human Keypoint Detection by Progressive Context RefinementCode0
Surround-View Cameras based Holistic Visual Perception for Automated DrivingCode0
Towards Suicide Prevention from Bipolar Disorder with Temporal Symptom-Aware Multitask LearningCode0
Robust Visual Tracking using Multi-Frame Multi-Feature Joint ModelingCode0
ROCOv2: Radiology Objects in COntext Version 2, an Updated Multimodal Image DatasetCode0
Maximum Roaming Multi-Task LearningCode0
Neural Demographic Prediction in Social Media with Deep Multi-View Multi-Task LearningCode0
Neural End-to-End Learning for Computational Argumentation MiningCode0
Context-Aware Embeddings for Automatic Art AnalysisCode0
Efficient Multitask Dense Predictor via BinarizationCode0
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian ProcessesCode0
Constructing Multiple Tasks for Augmentation: Improving Neural Image Classification With K-means FeaturesCode0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
Measuring the Discrepancy between Conditional Distributions: Methods, Properties and ApplicationsCode0
AXNet: ApproXimate computing using an end-to-end trainable neural networkCode0
HRNet: Differentially Private Hierarchical and Multi-Resolution Network for Human Mobility Data SynthesizationCode0
Routing Networks and the Challenges of Modular and Compositional ComputationCode0
MELA: Multilingual Evaluation of Linguistic AcceptabilityCode0
How does Multi-Task Training Affect Transformer In-Context Capabilities? Investigations with Function ClassesCode0
Constrained Multi-Task Learning for Event Coreference ResolutionCode0
Hierarchical Multi-task learning framework for Isometric-Speech Language TranslationCode0
Out-of-Scope Domain and Intent Classification through Hierarchical Joint ModelingCode0
Neural Multi-Task Learning for Citation Function and ProvenanceCode0
HeroNet: A Hybrid Retrieval-Generation Network for Conversational BotsCode0
Multi-task Meta Label Correction for Time Series PredictionCode0
A First-Order Multi-Gradient Algorithm for Multi-Objective Bi-Level OptimizationCode0
RT-SRTS: Angle-Agnostic Real-Time Simultaneous 3D Reconstruction and Tumor Segmentation from Single X-Ray ProjectionCode0
Helping Visually Impaired People Take Better Quality PicturesCode0
Auxiliary Tasks in Multi-task LearningCode0
Zero-Shot Dependency Parsing with Worst-Case Aware Automated Curriculum LearningCode0
Helping the Weak Makes You Strong: Simple Multi-Task Learning Improves Non-Autoregressive TranslatorsCode0
Neural Sculpting: Uncovering hierarchically modular task structure in neural networks through pruning and network analysisCode0
Efficient Multi-Task Auxiliary Learning: Selecting Auxiliary Data by Feature SimilarityCode0
NeurReg: Neural Registration and Its Application to Image SegmentationCode0
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All datasetsQM9Cityscapes testNYUv2OMNIGLOTCelebAUTKFacewireframe dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7—Unverified
2CAGrad∆m%112.8—Unverified
3IMTL-G∆m%77.2—Unverified
4Nash-MTL∆m%62—Unverified
5BayesAgg-MTL∆m%53.7—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41—Unverified
2Nash-MTLmIoU75.41—Unverified
3MultiObjectiveOptimizationmIoU66.63—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14—Unverified
2Nash-MTLMean IoU40.13—Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52—Unverified
2Mixture-of-ExpertsAverage Accuracy92.19—Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25—Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23—Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3—Unverified