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

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Showing 481–490 of 3687 papers

TitleStatusHype
Understanding Auditory Evoked Brain Signal via Physics-informed Embedding Network with Multi-Task Transformer—0
Pairwise Ranking Loss for Multi-Task Learning in Recommender Systems—0
Multi-Task Learning for Arousal and Sleep Stage Detection Using Fully Convolutional Networks—0
A Survey of Generative Information RetrievalCode0
Generalized Jersey Number Recognition Using Multi-task Learning With Orientation-guided Weight Refinement—0
Robust Multi-Modal Speech In-Painting: A Sequence-to-Sequence Approach—0
Multi-Dimensional Optimization for Text Summarization via Reinforcement Learning—0
Non-Federated Multi-Task Split Learning for Heterogeneous Sources—0
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial TrainingCode1
GS-Phong: Meta-Learned 3D Gaussians for Relightable Novel View SynthesisCode1
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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