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 2001–2010 of 3687 papers

TitleStatusHype
Mixture-of-LoRAs: An Efficient Multitask Tuning for Large Language Models—0
Mjölnir: A Deep Learning Parametrization Framework for Global Lightning Flash Density—0
A Unified Multi-Task Learning Architecture for Hate Detection Leveraging User-Based Information—0
MLLMReID: Multimodal Large Language Model-based Person Re-identification—0
MLR: A Two-stage Conversational Query Rewriting Model with Multi-task Learning—0
Empirical Evaluation of Multi-task Learning in Deep Neural Networks for Natural Language Processing—0
MmAP : Multi-modal Alignment Prompt for Cross-domain Multi-task Learning—0
A Unified Multi-task Adversarial Learning Framework for Pharmacovigilance Mining—0
MMGER: Multi-modal and Multi-granularity Generative Error Correction with LLM for Joint Accent and Speech Recognition—0
Towards Principled Task Grouping for Multi-Task Learning—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