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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 2801–2850 of 3687 papers

TitleStatusHype
Multi-Task Learning for Chemical Named Entity Recognition with Chemical Compound Paraphrasing—0
SUDA-Alibaba at MRP 2019: Graph-Based Models with BERT—0
Keeping Consistency of Sentence Generation and Document Classification with Multi-Task Learning—0
Generalizing Question Answering System with Pre-trained Language Model Fine-tuning—0
Trigger Word Detection and Thematic Role Identification via BERT and Multitask Learning—0
Reevaluating Argument Component Extraction in Low Resource Settings—0
Select, Answer and Explain: Interpretable Multi-hop Reading Comprehension over Multiple DocumentsCode0
TUPA at MRP 2019: A Multi-Task Baseline System—0
SJTU-NICT at MRP 2019: Multi-Task Learning for End-to-End Uniform Semantic Graph Parsing—0
Neural Multi-Task Learning for Stance Prediction—0
A Multi-Task Learning Framework for Extracting Bacteria Biotope Information—0
Multi-Task, Multi-Channel, Multi-Input Learning for Mental Illness Detection using Social Media Text—0
D-NET: A Pre-Training and Fine-Tuning Framework for Improving the Generalization of Machine Reading ComprehensionCode0
Bag-of-Words Transfer: Non-Contextual Techniques for Multi-Task Learning—0
LIMIT-BERT : Linguistic Informed Multi-Task BERT—0
DiaNet: BERT and Hierarchical Attention Multi-Task Learning of Fine-Grained Dialect—0
When MAML Can Adapt Fast and How to Assist When It Cannot—0
Comprehensive Video Understanding: Video summarization with content-based video recommender design—0
Region-based Convolution Neural Network Approach for Accurate Segmentation of Pelvic Radiograph—0
Dr.VOT : Measuring Positive and Negative Voice Onset Time in the WildCode0
Human Keypoint Detection by Progressive Context RefinementCode0
Weakly Supervised Multi-Task Learning for Cell Detection and Segmentation—0
FineText: Text Classification via Attention-based Language Model Fine-tuning—0
Stem-driven Language Models for Morphologically Rich Languages—0
Promoting the Knowledge of Source Syntax in Transformer NMT Is Not Needed—0
Deep generative model-driven multimodal prostate segmentation in radiotherapy—0
MRQA 2019 Shared Task: Evaluating Generalization in Reading ComprehensionCode0
Large-scale Causal Approaches to Debiasing Post-click Conversion Rate Estimation with Multi-task Learning—0
Rugby-Bot: Utilizing Multi-Task Learning & Fine-Grained Features for Rugby League Analysis—0
Entire Space Multi-Task Modeling via Post-Click Behavior Decomposition for Conversion Rate Prediction—0
Self-supervised Label Augmentation via Input TransformationsCode0
Multi-Task Learning for Conversational Question Answering over a Large-Scale Knowledge BaseCode0
SUM: Suboptimal Unitary Multi-task Learning Framework for Spatiotemporal Data Prediction—0
Flexible Multi-task Networks by Learning Parameter Allocation—0
Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy ConstraintsCode0
NeurReg: Neural Registration and Its Application to Image SegmentationCode0
The Sparse Reverse of Principal Component Analysis for Fast Low-Rank Matrix Completion—0
Hitachi at MRP 2019: Unified Encoder-to-Biaffine Network for Cross-Framework Meaning Representation Parsing—0
MMM: Multi-stage Multi-task Learning for Multi-choice Reading ComprehensionCode0
Learning to Jointly Generate and Separate Reflections—0
Joint Acne Image Grading and Counting via Label Distribution LearningCode0
Tensor-based Cooperative Control for Large Scale Multi-intersection Traffic Signal Using Deep Reinforcement Learning and Imitation Learning—0
Single-Network Whole-Body Pose EstimationCode0
Gated Task Interaction Framework for Multi-task Sequence TaggingCode0
RLBench: The Robot Learning Benchmark & Learning EnvironmentCode0
GECOR: An End-to-End Generative Ellipsis and Co-reference Resolution Model for Task-Oriented Dialogue—0
Multi-Task Learning via Scale Aware Feature Pyramid Networks and Effective Joint Head—0
Expression, Affect, Action Unit Recognition: Aff-Wild2, Multi-Task Learning and ArcFace—0
Gumbel-Matrix Routing for Flexible Multi-task Learning—0
Multi-Dimensional Explanation of Reviews—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