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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 901–950 of 3687 papers

TitleStatusHype
Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural NetworksCode0
Bayesian Neural Networks With Maximum Mean Discrepancy RegularizationCode0
Adversarial Data Programming: Using GANs to Relax the Bottleneck of Curated Labeled DataCode0
Multi-task Ensembles with Crowdsourced Features Improve Skin Lesion DiagnosisCode0
Cross-Task Consistency Learning Framework for Multi-Task LearningCode0
D-NET: A Pre-Training and Fine-Tuning Framework for Improving the Generalization of Machine Reading ComprehensionCode0
Ask Question First for Enhancing Lifelong Language LearningCode0
Improving End-to-End Text Image Translation From the Auxiliary Text Translation TaskCode0
Cross-stitch Networks for Multi-task LearningCode0
BCH-NLP at BioCreative VII Track 3: medications detection in tweets using transformer networks and multi-task learningCode0
Improved Abdominal Multi-Organ Segmentation via 3D Boundary-Constrained Deep Neural NetworksCode0
Cross-Stitched Multi-task Dual Recursive Networks for Unified Single Image Deraining and DesnowingCode0
Image Aesthetic Assessment Assisted by Attributes through Adversarial LearningCode0
Identifying beneficial task relations for multi-task learning in deep neural networksCode0
Identification of Negative Transfers in Multitask Learning Using Surrogate ModelsCode0
IITK at SemEval-2024 Task 4: Hierarchical Embeddings for Detection of Persuasion Techniques in MemesCode0
BERT and PALs: Projected Attention Layers for Efficient Adaptation in Multi-Task LearningCode0
Domain Aware Multi-Task Pretraining of 3D Swin Transformer for T1-weighted Brain MRICode0
Image Captioning with Clause-Focused Metrics in a Multi-Modal Setting for MarketingCode0
Domain Generalization of 3D Object Detection by Density-ResamplingCode0
Do Text-to-Text Multi-Task Learners Suffer from Task Conflict?Code0
Muppet: Massive Multi-task Representations with Pre-FinetuningCode0
iCAR: Bridging Image Classification and Image-text Alignment for Visual RecognitionCode0
DRAGNN: A Transition-based Framework for Dynamically Connected Neural NetworksCode0
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual LearningCode0
DROP: Decouple Re-Identification and Human Parsing with Task-specific Features for Occluded Person Re-identificationCode0
iCLIP: Bridging Image Classification and Contrastive Language-Image Pre-Training for Visual RecognitionCode0
Dr.VOT : Measuring Positive and Negative Voice Onset Time in the WildCode0
Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic ImageryCode0
DSelect-k: Differentiable Selection in the Mixture of Experts with Applications to Multi-Task LearningCode0
Neural End-to-End Learning for Computational Argumentation MiningCode0
iACOS: Advancing Implicit Sentiment Extraction with Informative and Adaptive Negative ExamplesCode0
Identification of Distorted RF Components via Deep Multi-Task LearningCode0
Image Splicing Localization Using A Multi-Task Fully Convolutional Network (MFCN)Code0
Critical Learning Periods Emerge Even in Deep Linear NetworksCode0
Hyperparameter Auto-tuning in Self-Supervised Robotic LearningCode0
Hybrid Losses for Hierarchical Embedding LearningCode0
CPMR: Context-Aware Incremental Sequential Recommendation with Pseudo-Multi-Task LearningCode0
HyperFace: A Deep Multi-task Learning Framework for Face Detection, Landmark Localization, Pose Estimation, and Gender RecognitionCode0
A Role-Selected Sharing Network for Joint Machine-Human Chatting Handoff and Service Satisfaction AnalysisCode0
Modular Universal Reparameterization: Deep Multi-task Learning Across Diverse DomainsCode0
Nowruz at SemEval-2022 Task 7: Tackling Cloze Tests with Transformers and Ordinal RegressionCode0
Human Keypoint Detection by Progressive Context RefinementCode0
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI ScansCode0
Imbalanced multi-label classification using multi-task learning with extractive summarizationCode0
How does Multi-Task Training Affect Transformer In-Context Capabilities? Investigations with Function ClassesCode0
A Late-Stage Bitemporal Feature Fusion Network for Semantic Change DetectionCode0
Hierarchical Multi-task learning framework for Isometric-Speech Language TranslationCode0
HRNet: Differentially Private Hierarchical and Multi-Resolution Network for Human Mobility Data SynthesizationCode0
Conv-MCD: A Plug-and-Play Multi-task Module for Medical 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