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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 2251–2300 of 3687 papers

TitleStatusHype
Joint Registration and Segmentation via Multi-Task Learning for Adaptive Radiotherapy of Prostate Cancer—0
Nonparametric Trace Regression in High Dimensions via Sign Series Representation—0
Out-of-Scope Domain and Intent Classification through Hierarchical Joint ModelingCode0
Scaling End-to-End Models for Large-Scale Multilingual ASR—0
Segmentation-grounded Scene Graph Generation—0
Multi-Task Learning of Query Intent and Named Entities using Transfer Learning—0
Communication-Efficient and Personalized Federated Lottery Ticket Learning—0
Multi-Task Learning for End-to-End ASR Word and Utterance Confidence with Deletion Prediction—0
Weakly Supervised Multi-task Learning for Concept-based Explainability—0
Weakly-supervised Multi-task Learning for Multimodal Affect Recognition—0
Reset-Free Reinforcement Learning via Multi-Task Learning: Learning Dexterous Manipulation Behaviors without Human Intervention—0
Multi-task Semi-supervised Learning for Pulmonary Lobe Segmentation—0
Multi-task Learning with Attention for End-to-end Autonomous Driving—0
MagicPai at SemEval-2021 Task 7: Method for Detecting and Rating Humor Based on Multi-Task Adversarial Training—0
Hierarchically Modeling Micro and Macro Behaviors via Multi-Task Learning for Conversion Rate Prediction—0
Efficient Retrieval Optimized Multi-task Learning—0
WASSA@IITK at WASSA 2021: Multi-task Learning and Transformer Finetuning for Emotion Classification and Empathy Prediction—0
LaTeX-Numeric: Language-agnostic Text attribute eXtraction for E-commerce Numeric Attributes—0
Multi-target prediction for dummies using two-branch neural networks—0
Deep Latent Emotion Network for Multi-Task Learning—0
Distantly Supervised Relation Extraction with Sentence Reconstruction and Knowledge Base Priors—0
Attentive max feature map and joint training for acoustic scene classification—0
Learning Zero-Shot Multifaceted Visually Grounded Word Embeddings via Multi-Task TrainingCode0
Integration of Pre-trained Networks with Continuous Token Interface for End-to-End Spoken Language Understanding—0
Multilingual Transfer Learning for Code-Switched Language and Speech Neural Modeling—0
UPB at SemEval-2021 Task 7: Adversarial Multi-Task Learning for Detecting and Rating Humor and Offense—0
Restoring and Mining the Records of the Joseon Dynasty via Neural Language Modeling and Machine Translation—0
Estimating Subjective Crowd-Evaluations as an Additional Objective to Improve Natural Language Generation—0
Parallel integrative learning for large-scale multi-response regression with incomplete outcomes—0
Software/Hardware Co-design for Multi-modal Multi-task Learning in Autonomous Systems—0
Neural Demographic Prediction in Social Media with Deep Multi-View Multi-Task LearningCode0
Unified Detection of Digital and Physical Face Attacks—0
Weakly-supervised Instance Segmentation via Class-agnostic Learning with Salient ImagesCode0
Plot2API: Recommending Graphic API from Plot via Semantic Parsing Guided Neural NetworkCode0
“Sharks are not the threat humans are”: Argument Component Segmentation in School Student Essays—0
Learning Relatedness between Types with Prototypes for Relation ExtractionCode0
Learning Rates for Multi-task Regularization Networks—0
Retrieval, Re-ranking and Multi-task Learning for Knowledge-Base Question Answering—0
MilaNLP @ WASSA: Does BERT Feel Sad When You Cry?—0
BERT-based Multi-Task Model for Country and Province Level MSA and Dialectal Arabic Identification—0
Complex Question Answering on knowledge graphs using machine translation and multi-task learning—0
ENPAR:Enhancing Entity and Entity Pair Representations for Joint Entity Relation ExtractionCode0
Multilingual Negation Scope Resolution for Clinical Text—0
Modelling Context Emotions using Multi-task Learning for Emotion Controlled Dialog Generation—0
ALUE: Arabic Language Understanding EvaluationCode0
Multi-task Learning Using a Combination of Contextualised and Static Word Embeddings for Arabic Sarcasm Detection and Sentiment Analysis—0
Facial expression and attributes recognition based on multi-task learning of lightweight neural networks—0
Facial expression and attributes recognition based on multi-task learning of lightweight neural networks—0
High-Dimensional Bayesian Optimization with Multi-Task Learning for RocksDB—0
Autocorrect in the Process of Translation -- Multi-task Learning Improves Dialogue Machine TranslationCode0
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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