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 25262550 of 3687 papers

TitleStatusHype
CH-SIMS: A Chinese Multimodal Sentiment Analysis Dataset with Fine-grained Annotation of ModalityCode1
Improving Image Captioning with Better Use of Caption0
Estimating the influence of auxiliary tasks for multi-task learning of sequence tagging tasks0
SpanMlt: A Span-based Multi-Task Learning Framework for Pair-wise Aspect and Opinion Terms Extraction0
Syntax-Aware Opinion Role Labeling with Dependency Graph Convolutional Networks0
Transferable Multi-level Attention Neural Network for Accurate Prediction of Quantum Chemistry Properties via Multi-task Learning0
ANA at SemEval-2020 Task 4: mUlti-task learNIng for cOmmonsense reasoNing (UNION)Code0
Efficient Continuous Pareto Exploration in Multi-Task LearningCode1
Computation Offloading in Multi-Access Edge Computing Networks: A Multi-Task Learning Approach0
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
SLV: Spatial Likelihood Voting for Weakly Supervised Object Detection0
Auxiliary Learning by Implicit Differentiation0
Improving Image Captioning with Better Use of CaptionsCode1
Appearance Learning for Image-based Motion Estimation in Tomography0
Maximum Roaming Multi-Task LearningCode0
Structured and Localized Image Restoration0
When Does Self-Supervision Help Graph Convolutional Networks?Code1
CUHK at SemEval-2020 Task 4: CommonSense Explanation, Reasoning and Prediction with Multi-task Learning0
Incorporating User Micro-behaviors and Item Knowledge into Multi-task Learning for Session-based RecommendationCode1
W-net: Simultaneous segmentation of multi-anatomical retinal structures using a multi-task deep neural networkCode0
ScoreGAN: A Fraud Review Detector based on Multi Task Learning of Regulated GAN with Data Augmentation0
Integrated Replay Spoofing-aware Text-independent Speaker Verification0
A Decentralized Policy Gradient Approach to Multi-task Reinforcement Learning0
Robust Learning Through Cross-Task ConsistencyCode1
An Efficient Framework for Clustered Federated LearningCode1
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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