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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 2551–2600 of 3687 papers

TitleStatusHype
A Multitask Learning Approach for Diacritic Restoration—0
No-Reference Image Quality Assessment via Feature Fusion and Multi-Task Learning—0
Knowledge transfer between bridges for drive-by monitoring using adversarial and multi-task learning—0
End-to-End Speech-Translation with Knowledge Distillation: FBK@IWSLT2020—0
Feature-weighted elastic net: using "features of features" for better predictionCode0
Learning to Branch for Multi-Task Learning—0
HAMBox: Delving Into Mining High-Quality Anchors on Face Detection—0
Pattern-Structure Diffusion for Multi-Task Learning—0
Encoding formulas as deep networks: Reinforcement learning for zero-shot execution of LTL formulasCode1
Massive Choice, Ample Tasks (MaChAmp): A Toolkit for Multi-task Learning in NLPCode1
Language Models are Few-Shot LearnersCode3
Deep Learning for Automatic Pneumonia DetectionCode1
Joint Modelling of Emotion and Abusive Language Detection—0
Multi-task deep learning for image segmentation using recursive approximation tasks—0
Visual Interest Prediction with Attentive Multi-Task Transfer Learning—0
Happy Are Those Who Grade without Seeing: A Multi-Task Learning Approach to Grade Essays Using Gaze BehaviourCode0
JSSR: A Joint Synthesis, Segmentation, and Registration System for 3D Multi-Modal Image Alignment of Large-scale Pathological CT Scans—0
The Discussion Tracker Corpus of Collaborative Argumentation—0
Interacting with Explanations through Critiquing—0
Unsupervised Domain Adaptation in Semantic Segmentation: a Review—0
HF-UNet: Learning Hierarchically Inter-Task Relevance in Multi-Task U-Net for Accurate Prostate Segmentation—0
Team Neuro at SemEval-2020 Task 8: Multi-Modal Fine Grain Emotion Classification of Memes using Multitask Learning—0
M2GRL: A Multi-task Multi-view Graph Representation Learning Framework for Web-scale Recommender SystemsCode1
Learning to segment clustered amoeboid cells from brightfield microscopy via multi-task learning with adaptive weight selection—0
Efficient Image Gallery Representations at Scale Through Multi-Task Learning—0
Neural Multi-Task Learning for Teacher Question Detection in Online Classrooms—0
MetricUNet: Synergistic Image- and Voxel-Level Learning for Precise CT Prostate Segmentation via Online Sampling—0
Multi-Task Learning in Histo-pathology for Widely Generalizable Model—0
Text Synopsis Generation for Egocentric Videos—0
Domain Aware Training for Far-field Small-footprint Keyword Spotting—0
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
Multi-task pre-training of deep neural networks for digital pathologyCode1
Measuring the Discrepancy between Conditional Distributions: Methods, Properties and ApplicationsCode0
Words aren't enough, their order matters: On the Robustness of Grounding Visual Referring ExpressionsCode1
Boundary-aware Context Neural Network for Medical Image SegmentationCode0
PAMTRI: Pose-Aware Multi-Task Learning for Vehicle Re-Identification Using Highly Randomized Synthetic DataCode1
UnifiedQA: Crossing Format Boundaries With a Single QA SystemCode1
Understanding and Improving Information Transfer in Multi-Task Learning—0
Keep Doing What Worked: Behavior Modelling Priors for Offline Reinforcement Learning—0
Aggression and Misogyny Detection using BERT: A Multi-Task ApproachCode1
When is Multi-task Learning Beneficial for Low-Resource Noisy Code-switched User-generated Algerian Texts?—0
Multi-Task Learning using AraBert for Offensive Language Detection—0
Recurrent Interaction Network for Jointly Extracting Entities andClassifying Relations—0
Recurrent Interaction Network for Jointly Extracting Entities and Classifying Relations—0
AdapterFusion: Non-Destructive Task Composition for Transfer LearningCode2
Low Resource Multi-Task Sequence Tagging -- Revisiting Dynamic Conditional Random Fields—0
Generative Adversarial Data Programming—0
Polygonal Building Segmentation by Frame Field LearningCode1
Accurate Word Alignment Induction from Neural Machine TranslationCode0
Task-Feature Collaborative Learning with Application to Personalized Attribute Prediction—0
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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