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 29262950 of 3687 papers

TitleStatusHype
Two-block vs. Multi-block ADMM: An empirical evaluation of convergence0
PathRank: A Multi-Task Learning Framework to Rank Paths in Spatial Networks0
Distill-2MD-MTL: Data Distillation based on Multi-Dataset Multi-Domain Multi-Task Frame Work to Solve Face Related Tasksks, Multi Task Learning, Semi-Supervised Learning0
Multi-Task Learning for Coherence ModelingCode0
Graph-based Knowledge Distillation by Multi-head Attention NetworkCode0
Multi-Task Networks With Universe, Group, and Task Feature Learning0
An Iteratively Re-weighted Method for Problems with Sparsity-Inducing Norms0
Incorporating Linguistic Constraints into Keyphrase Generation0
Employing the Correspondence of Relations and Connectives to Identify Implicit Discourse Relations via Label Embeddings0
Semi-supervised Domain Adaptation for Dependency ParsingCode0
A Unified Multi-task Adversarial Learning Framework for Pharmacovigilance Mining0
Text Categorization by Learning Predominant Sense of Words as Auxiliary TaskCode0
Soft Representation Learning for Sparse Transfer0
Rumor Detection by Exploiting User Credibility Information, Attention and Multi-task Learning0
Detecting Concealed Information in Text and Speech0
Pentagon at MEDIQA 2019: Multi-task Learning for Filtering and Re-ranking Answers using Language Inference and Question Entailment0
Deep Multi-Task Learning for Anomalous Driving Detection Using CAN Bus Scalar Sensor Data0
A Concise Model for Multi-Criteria Chinese Word Segmentation with Transformer EncoderCode0
Compositional Semantic Parsing Across Graphbanks0
Exploring Self-Supervised Regularization for Supervised and Semi-Supervised LearningCode0
EQuANt (Enhanced Question Answer Network)Code0
End-to-End ASR for Code-switched Hindi-English Speech0
Keyword Spotting for Hearing Assistive Devices Robust to External Speakers0
Multi-task Learning for Aggregated Data using Gaussian ProcessesCode0
Graph Star Net for Generalized Multi-Task LearningCode0
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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