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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 676–700 of 3687 papers

TitleStatusHype
Adversarial Attribute-Image Person Re-identification—0
Bayesian Model Adaptation for Crowd Counts—0
Bayesian Inference with Posterior Regularization and applications to Infinite Latent SVMs—0
7th ABAW Competition: Multi-Task Learning and Compound Expression Recognition—0
Developing Multi-Task Recommendations with Long-Term Rewards via Policy Distilled Reinforcement Learning—0
DFGET: Displacement-Field Assisted Graph Energy Transmitter for Gland Instance Segmentation—0
Different Absorption from the Same Sharing: Sifted Multi-task Learning for Fake News Detection—0
Discriminative Feature Learning with Foreground Attention for Person Re-Identification—0
A Multi-Task Learning & Generation Framework: Valence-Arousal, Action Units & Primary Expressions—0
Bayesian Context Aggregation for Neural Processes—0
Adversarial Attacks on Hidden Tasks in Multi-Task Learning—0
BASIC: Semi-supervised Multi-organ Segmentation with Balanced Subclass Regularization and Semantic-conflict Penalty—0
BanditMTL: Bandit-based Multi-task Learning for Text Classification—0
A Multi-Task Learning Framework for Sound Event Detection using High-level Acoustic Characteristics of Sounds—0
Adversarial Analysis of Natural Language Inference Systems—0
Baidu Translate: Research and Products—0
Bag-of-Words Transfer: Non-Contextual Techniques for Multi-Task Learning—0
Bagging Supervised Autoencoder Classifier for Credit Scoring—0
Backdoor Attacks against Image-to-Image Networks—0
A Multi-task Learning Framework for Product Ranking with BERT—0
Detecting Dysfluencies in Stuttering Therapy Using wav2vec 2.0—0
A Weighted Predict-and-Optimize Framework for Power System Operation Considering Varying Impacts of Uncertainty—0
Advancing Seq2seq with Joint Paraphrase Learning—0
A Multi-task Learning Framework for Drone State Identification and Trajectory Prediction—0
Detecting Shortcut Learning for Fair Medical AI using Shortcut Testing—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