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 501550 of 3687 papers

TitleStatusHype
Robust Learning Through Cross-Task ConsistencyCode1
An Efficient Framework for Clustered Federated LearningCode1
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
Deep Learning for Automatic Pneumonia DetectionCode1
M2GRL: A Multi-task Multi-view Graph Representation Learning Framework for Web-scale Recommender SystemsCode1
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
Multi-task pre-training of deep neural networks for digital pathologyCode1
Words aren't enough, their order matters: On the Robustness of Grounding Visual Referring ExpressionsCode1
UnifiedQA: Crossing Format Boundaries With a Single QA SystemCode1
PAMTRI: Pose-Aware Multi-Task Learning for Vehicle Re-Identification Using Highly Randomized Synthetic DataCode1
Aggression and Misogyny Detection using BERT: A Multi-Task ApproachCode1
Polygonal Building Segmentation by Frame Field LearningCode1
Multi-Task Learning for Dense Prediction Tasks: A SurveyCode1
Kungfupanda at SemEval-2020 Task 12: BERT-Based Multi-Task Learning for Offensive Language DetectionCode1
Recall and Learn: Fine-tuning Deep Pretrained Language Models with Less ForgettingCode1
Empirical Bayes Transductive Meta-Learning with Synthetic GradientsCode1
MATINF: A Jointly Labeled Large-Scale Dataset for Classification, Question Answering and SummarizationCode1
SpEx: Multi-Scale Time Domain Speaker Extraction NetworkCode1
Meta-Learning in Neural Networks: A SurveyCode1
Spatio-temporal Learning from Longitudinal Data for Multiple Sclerosis Lesion SegmentationCode1
Transformers to Learn Hierarchical Contexts in Multiparty Dialogue for Span-based Question AnsweringCode1
Deep Homography Estimation for Dynamic ScenesCode1
A Dependency Syntactic Knowledge Augmented Interactive Architecture for End-to-End Aspect-based Sentiment AnalysisCode1
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object TrackingCode1
MTL-NAS: Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task LearningCode1
COVID-CT-Dataset: A CT Scan Dataset about COVID-19Code1
Multi-Task Reinforcement Learning with Soft ModularizationCode1
A Unified Object Motion and Affinity Model for Online Multi-Object TrackingCode1
Multi-task Learning with Coarse Priors for Robust Part-aware Person Re-identificationCode1
DisCor: Corrective Feedback in Reinforcement Learning via Distribution CorrectionCode1
Evaluating Logical Generalization in Graph Neural NetworksCode1
Bi-Directional Attention for Joint Instance and Semantic Segmentation in Point CloudsCode1
Indoor Scene Recognition in 3DCode1
Lipschitz standardization for multivariate learningCode1
End-to-end Emotion-Cause Pair Extraction via Learning to LinkCode1
Speech-to-Singing Conversion in an Encoder-Decoder FrameworkCode1
Deeper Task-Specificity Improves Joint Entity and Relation ExtractionCode1
Zero-Resource Cross-Domain Named Entity RecognitionCode1
SpotNet: Self-Attention Multi-Task Network for Object DetectionCode1
Salvaging Federated Learning by Local AdaptationCode1
Learning to Incorporate Structure Knowledge for Image InpaintingCode1
Self-supervised ECG Representation Learning for Emotion RecognitionCode1
Lane Detection in Low-light Conditions Using an Efficient Data Enhancement : Light Conditions Style TransferCode1
Bridging Text and Video: A Universal Multimodal Transformer for Video-Audio Scene-Aware DialogCode1
Gradient Surgery for Multi-Task LearningCode1
MTI-Net: Multi-Scale Task Interaction Networks for Multi-Task LearningCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
Stance Detection Benchmark: How Robust Is Your Stance Detection?Code1
Two-Level Transformer and Auxiliary Coherence Modeling for Improved Text SegmentationCode1
Show:102550
← PrevPage 11 of 74Next →

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