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 2726–2750 of 3687 papers

TitleStatusHype
Keep Doing What Worked: Behavioral Modelling Priors for Offline Reinforcement Learning—0
MILA: Multi-Task Learning from Videos via Efficient Inter-Frame Attention—0
Multi-Task Siamese Neural Network for Improving Replay Attack Detection—0
Speech Enhancement using Self-Adaptation and Multi-Head Self-Attention—0
Deep Multi-Task Learning via Generalized Tensor Trace Norm—0
Deep Multi-Task Augmented Feature Learning via Hierarchical Graph Neural NetworkCode0
A Simple General Approach to Balance Task Difficulty in Multi-Task Learning—0
Deep Multi-task Multi-label CNN for Effective Facial Attribute Classification—0
Multi-Task Learning by a Top-Down Control Network—0
Analyzing Policy Distillation on Multi-Task Learning and Meta-Reinforcement Learning in Meta-World—0
Related Tasks can Share! A Multi-task Framework for Affective language—0
Facial Affect Recognition in the Wild Using Multi-Task Learning Convolutional NetworkCode0
A study on the role of subsidiary information in replay attack spoofing detection—0
Incorporating Joint Embeddings into Goal-Oriented Dialogues with Multi-Task LearningCode0
Developing Multi-Task Recommendations with Long-Term Rewards via Policy Distilled Reinforcement Learning—0
Multi-task Learning for Speaker Verification and Voice Trigger Detection—0
Multi-task Learning for Voice Trigger Detection—0
Multi-Task Deep Learning: Simultaneous Segmentation and Survival Analysis via Cox Proportional Hazards Regression—0
MT-BioNER: Multi-task Learning for Biomedical Named Entity Recognition using Deep Bidirectional Transformers—0
DeepFL-IQA: Weak Supervision for Deep IQA Feature LearningCode0
Learning to Multi-Task Learn for Better Neural Machine Translation—0
On Identifying Hashtags in Disaster Twitter DataCode0
Task Understanding from Confusing Multi-task Data—0
Pareto Multi-Task LearningCode0
Improved Multi-Stage Training of Online Attention-based Encoder-Decoder Models—0
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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