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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

Showing 401450 of 3687 papers

TitleStatusHype
SpreadGNN: Serverless Multi-task Federated Learning for Graph Neural NetworksCode1
MultiOpEd: A Corpus of Multi-Perspective News EditorialsCode1
Adjacency List Oriented Relational Fact Extraction via Adaptive Multi-task LearningCode1
Few-shot Knowledge Graph-to-Text Generation with Pretrained Language ModelsCode1
A Unified Span-Based Approach for Opinion Mining with Syntactic ConstituentsCode1
Super Tickets in Pre-Trained Language Models: From Model Compression to Improving GeneralizationCode1
CoTexT: Multi-task Learning with Code-Text TransformerCode1
Learning to Relate Depth and Semantics for Unsupervised Domain AdaptationCode1
You Only Learn One Representation: Unified Network for Multiple TasksCode1
SpeechNet: A Universal Modularized Model for Speech Processing TasksCode1
Adversarial Multi-task Learning Enhanced Physics-informed Neural Networks for Solving Partial Differential EquationsCode1
T2NER: Transformers based Transfer Learning Framework for Named Entity RecognitionCode1
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
Graph-based Person Signature for Person Re-IdentificationsCode1
ZS-BERT: Towards Zero-Shot Relation Extraction with Attribute Representation LearningCode1
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
Annotating Columns with Pre-trained Language ModelsCode1
Synergies Between Affordance and Geometry: 6-DoF Grasp Detection via Implicit RepresentationsCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
Target Speaker Verification with Selective Auditory Attention for Single and Multi-talker SpeechCode1
CaSiNo: A Corpus of Campsite Negotiation Dialogues for Automatic Negotiation SystemsCode1
Copolymer Informatics with Multi-Task Deep Neural NetworksCode1
Multiple Instance Captioning: Learning Representations from Histopathology Textbooks and ArticlesCode1
RotoGrad: Gradient Homogenization in Multitask LearningCode1
When Age-Invariant Face Recognition Meets Face Age Synthesis: A Multi-Task Learning FrameworkCode1
Multi-Task Attentive Residual Networks for Argument MiningCode1
A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian RegularizationCode1
Exploiting Shared Representations for Personalized Federated LearningCode1
Cross-Domain Multi-Task Learning for Sequential Sentence Classification in Research PapersCode1
An Investigation of End-to-End Models for Robust Speech RecognitionCode1
Multi-Task Reinforcement Learning with Context-based RepresentationsCode1
Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment AnalysisCode1
MIN2Net: End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG ClassificationCode1
Unifying Vision-and-Language Tasks via Text GenerationCode1
Many Hands Make Light Work: Using Essay Traits to Automatically Score EssaysCode1
Us vs. Them: A Dataset of Populist Attitudes, News Bias and EmotionsCode1
Multi-task Learning Approach for Automatic Modulation and Wireless Signal ClassificationCode1
UniSpeech: Unified Speech Representation Learning with Labeled and Unlabeled DataCode1
Structured Prediction as Translation between Augmented Natural LanguagesCode1
Explain and Predict, and then Predict AgainCode1
Line Segment Detection Using Transformers without EdgesCode1
PhoNLP: A joint multi-task learning model for Vietnamese part-of-speech tagging, named entity recognition and dependency parsingCode1
Towards Impartial Multi-task LearningCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
Unified Mandarin TTS Front-end Based on Distilled BERT ModelCode1
On Generating Extended Summaries of Long DocumentsCode1
A Paragraph-level Multi-task Learning Model for Scientific Fact-VerificationCode1
Exploiting Learnable Joint Groups for Hand Pose EstimationCode1
Towards Recognizing New Semantic Concepts in New Visual DomainsCode1
Reasoning in Dialog: Improving Response Generation by Context Reading ComprehensionCode1
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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