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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2751–2800 of 3687 papers

TitleStatusHype
FisheyeMultiNet: Real-time Multi-task Learning Architecture for Surround-view Automated Parking System—0
An Attention-based Graph Neural Network for Heterogeneous Structural LearningCode0
HAMBox: Delving into Online High-quality Anchors Mining for Detecting Outer Faces—0
Synchronous Speech Recognition and Speech-to-Text Translation with Interactive DecodingCode0
Internal-transfer Weighting of Multi-task Learning for Lung Cancer DetectionCode0
Improving Interpretability of Word Embeddings by Generating Definition and Usage—0
Automatic quality assessment for 2D fetal sonographic standard plane based on multi-task learning—0
HalluciNet-ing Spatiotemporal Representations Using a 2D-CNNCode0
Automatic Analysis System of Calcaneus Radiograph: Rotation-Invariant Landmark Detection for Calcaneal Angle Measurement, Fracture Identification and Fracture Region Segmentation—0
Adversarial Analysis of Natural Language Inference Systems—0
What Do You Mean I'm Funny? Personalizing the Joke Skill of a Voice-Controlled Virtual Assistant—0
Regularization Shortcomings for Continual Learning—0
Generalized Block-Diagonal Structure Pursuit: Learning Soft Latent Task Assignment against Negative TransferCode0
A Multi-task Model for Multilingual Trigger Detection and Classification—0
Better Transfer Learning with Inferred Successor Maps—0
An Iterative Polishing Framework based on Quality Aware Masked Language Model for Chinese Poetry Generation—0
Product Knowledge Graph Embedding for E-commerce—0
AdaShare: Learning What To Share For Efficient Deep Multi-Task LearningCode0
Unsupervised Domain Adaptation of Language Models for Reading Comprehension—0
A Conceptual Framework for Lifelong Learning—0
A Joint Learning Framework With BERT for Spoken Language Understanding—0
Graph-Driven Generative Models for Heterogeneous Multi-Task Learning—0
TITAN: A Spatiotemporal Feature Learning Framework for Traffic Incident Duration Prediction—0
Adaptive Activation Network and Functional Regularization for Efficient and Flexible Deep Multi-Task Learning—0
Multiple Face Analyses through Adversarial Learning—0
Constructing Multiple Tasks for Augmentation: Improving Neural Image Classification With K-means FeaturesCode0
Multi-task Sentence Encoding Model for Semantic Retrieval in Question Answering Systems—0
Multi-Task Learning of Height and Semantics from Aerial ImagesCode0
Bootstrapping NLU Models with Multi-task Learning—0
Simplified and Unified Analysis of Various Learning Problems by Reduction to Multiple-Instance LearningCode0
Deep Multi-task Prediction of Lung Cancer and Cancer-free Progression from Censored Heterogenous Clinical Imaging—0
A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role LabelingCode0
Learning Sparse Sharing Architectures for Multiple TasksCode0
DialogAct2Vec: Towards End-to-End Dialogue Agent by Multi-Task Representation Learning—0
Graph Representation Learning via Multi-task Knowledge Distillation—0
Stochastic DCA for minimizing a large sum of DC functions with application to Multi-class Logistic Regression—0
Generalizing Natural Language Analysis through Span-relation RepresentationsCode0
MKD: a Multi-Task Knowledge Distillation Approach for Pretrained Language Models—0
Speaker Adaptation for Attention-Based End-to-End Speech Recognition—0
Dynamic Deep Multi-task Learning for Caricature-Visual Face RecognitionCode0
Dynamic Multi-Task Learning for Face Recognition with Facial ExpressionCode0
A Joint Model for Definition Extraction with Syntactic Connection and Semantic ConsistencyCode0
FCSR-GAN: Joint Face Completion and Super-resolution via Multi-task LearningCode0
Sentence-Level BERT and Multi-Task Learning of Age and Gender in Social Media—0
Multi-task Learning for Natural Language Generation in Task-Oriented Dialogue—0
DeepGeneMD: A Joint Deep Learning Model for Extracting Gene Mutation-Disease Knowledge from PubMed Literature—0
Syntax-aware Multi-task Graph Convolutional Networks for Biomedical Relation Extraction—0
Deconstructing Supertagging into Multi-Task Sequence Prediction—0
CLER: Cross-task Learning with Expert Representation to Generalize Reading and Understanding—0
Multi-Task Modeling of Phonographic Languages: Translating Middle Egyptian Hieroglyphs—0
Show:102550
← PrevPage 56 of 74Next →
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