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 3421–3430 of 3687 papers

TitleStatusHype
Learning Gating ConvNet for Two-Stream based Methods in Action RecognitionCode0
Image Splicing Localization Using A Multi-Task Fully Convolutional Network (MFCN)Code0
Multi-task Attention-based Neural Networks for Implicit Discourse Relationship Representation and Identification—0
Using Gaze to Predict Text Readability—0
Using Target-side Monolingual Data for Neural Machine Translation through Multi-task Learning—0
Towards Improving Abstractive Summarization via Entailment Generation—0
Exploring Cross-Lingual Transfer of Morphological Knowledge In Sequence-to-Sequence Models—0
Deep Multi-Task Learning for Aspect Term Extraction with Memory Interaction—0
Audio-Visual Speech Enhancement Using Multimodal Deep Convolutional Neural Networks—0
Extending hybrid word-character neural machine translation with multi-task learning of morphological analysis—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