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 2701–2725 of 3687 papers

TitleStatusHype
Facial Affect Recognition in the Wild Using Multi-Task Learning Convolutional NetworkCode0
Bridging Text and Video: A Universal Multimodal Transformer for Video-Audio Scene-Aware DialogCode1
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 Voice Trigger Detection—0
Multi-task Learning for Speaker Verification and 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
Gradient Surgery for Multi-Task LearningCode1
MTI-Net: Multi-Scale Task Interaction Networks for Multi-Task LearningCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
Learning to Multi-Task Learn for Better Neural Machine Translation—0
Stance Detection Benchmark: How Robust Is Your Stance Detection?Code1
On Identifying Hashtags in Disaster Twitter DataCode0
Two-Level Transformer and Auxiliary Coherence Modeling for Improved Text SegmentationCode1
Task Understanding from Confusing Multi-task Data—0
Multi-Task Learning with User Preferences: Gradient Descent with Controlled Ascent in Pareto OptimizationCode1
Pareto Multi-Task LearningCode0
Improved Multi-Stage Training of Online Attention-based Encoder-Decoder Models—0
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
Learning from Synthetic AnimalsCode1
Show:102550
← PrevPage 109 of 148Next →
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