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

Showing 10911100 of 3687 papers

TitleStatusHype
FoodLMM: A Versatile Food Assistant using Large Multi-modal Model0
Data Poisoning Attacks on Federated Machine Learning0
Gaining Extra Supervision via Multi-task learning for Multi-Modal Video Question Answering0
Data Fusion of Deep Learned Molecular Embeddings for Property Prediction0
FloorLevel-Net: Recognizing Floor-Level Lines with Height-Attention-Guided Multi-task Learning0
Forecasting battery capacity and power degradation with multi-task learning0
Asynchronous Convergence in Multi-Task Learning via Knowledge Distillation from Converged Tasks0
Data Enrichment: Multi-task Learning in High Dimension with Theoretical Guarantees0
All-in-one: Multi-task Learning for Rumour Verification0
Data-Efficiency with a Single GPU: An Exploration of Transfer Methods for Small Language Models0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7Unverified
2CAGrad∆m%112.8Unverified
3IMTL-G∆m%77.2Unverified
4Nash-MTL∆m%62Unverified
5BayesAgg-MTL∆m%53.7Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41Unverified
2Nash-MTLmIoU75.41Unverified
3MultiObjectiveOptimizationmIoU66.63Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14Unverified
2Nash-MTLMean IoU40.13Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52Unverified
2Mixture-of-ExpertsAverage Accuracy92.19Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3Unverified