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 2771–2780 of 3687 papers

TitleStatusHype
Unified Segment-to-Segment Framework for Simultaneous Sequence Generation—0
Preserving background sound in noise-robust voice conversion via multi-task learning—0
Pre-train, Adapt and Detect: Multi-Task Adapter Tuning for Camouflaged Object Detection—0
Pretraining Decision Transformers with Reward Prediction for In-Context Multi-task Structured Bandit Learning—0
A Multi-Task Learning Model for Super Resolution of Wireless Channel Characteristics—0
Pre-training Text Representations as Meta Learning—0
Pre-Training Transformer Decoder for End-to-End ASR Model with Unpaired Speech Data—0
Preventing Catastrophic Forgetting in Continual Learning of New Natural Language Tasks—0
Primitive3D: 3D Object Dataset Synthesis from Randomly Assembled Primitives—0
Principled Weight Initialization for Hypernetworks—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