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 36013625 of 3687 papers

TitleStatusHype
Augmenting Biomedical Named Entity Recognition with General-domain ResourcesCode0
W-net: Simultaneous segmentation of multi-anatomical retinal structures using a multi-task deep neural networkCode0
Single-Network Whole-Body Pose EstimationCode0
Pose Neural Fabrics SearchCode0
Exploring the Syntactic Abilities of RNNs with Multi-task LearningCode0
AudioLog: LLMs-Powered Long Audio Logging with Hybrid Token-Semantic Contrastive LearningCode0
Attentive Task Interaction Network for Multi-Task LearningCode0
Attentive History Selection for Conversational Question AnsweringCode0
SkeleVision: Towards Adversarial Resiliency of Person Tracking with Multi-Task LearningCode0
Multi-Task Learning for Coherence ModelingCode0
Adversarial Data Programming: Using GANs to Relax the Bottleneck of Curated Labeled DataCode0
City classification from multiple real-world sound scenesCode0
Character-Level Neural Translation for Multilingual Media Monitoring in the SUMMA ProjectCode0
Multi-Task Learning for Conversational Question Answering over a Large-Scale Knowledge BaseCode0
Deep Multi-task Representation Learning: A Tensor Factorisation ApproachCode0
Multi-task Learning for Cross-Lingual Sentiment AnalysisCode0
Exploring the Synergy Between Vision-Language Pretraining and ChatGPT for Artwork Captioning: A Preliminary StudyCode0
Multi-task Learning For Detecting and Segmenting Manipulated Facial Images and VideosCode0
Multi-Task Learning for Document Ranking and Query SuggestionCode0
ChangeMinds: Multi-task Framework for Detecting and Describing Changes in Remote SensingCode0
Predicting Chemical Properties using Self-Attention Multi-task Learning based on SMILES RepresentationCode0
TuckER: Tensor Factorization for Knowledge Graph CompletionCode0
Vision-Based Multi-Task Manipulation for Inexpensive Robots Using End-To-End Learning from DemonstrationCode0
The Effects of Multi-Task Learning on ReLU Neural Network FunctionsCode0
Predicting Multiple Demographic Attributes with Task Specific Embedding Transformation and Attention NetworkCode0
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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