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 30013025 of 3687 papers

TitleStatusHype
Multi-Task Learning via Task Multi-Clustering0
Tasks Without Borders: A New Approach to Online Multi-Task Learning0
TuckER: Tensor Factorization for Knowledge Graph CompletionCode0
Federated Optimization for Heterogeneous NetworksCode0
Data Enrichment: Multi-task Learning in High Dimension with Theoretical Guarantees0
An Approach for Process Model Extraction By Multi-Grained Text ClassificationCode0
Multi-task Learning for Chest X-ray Abnormality Classification on Noisy Labels0
Multi-task Learning for Multi-modal Emotion Recognition and Sentiment Analysis0
Multi-task human analysis in still images: 2D/3D pose, depth map, and multi-part segmentation0
Image Captioning with Clause-Focused Metrics in a Multi-Modal Setting for MarketingCode0
SoilingNet: Soiling Detection on Automotive Surround-View Cameras0
Agnostic Lane Detection0
RetinaFace: Single-stage Dense Face Localisation in the WildCode1
Locale-agnostic Universal Domain Classification Model in Spoken Language Understanding0
Activity Regularization for Continual Learning0
Multi-task Learning with Gradient Communication0
Understand the dynamics of GANs via Primal-Dual Optimization0
K For The Price Of 1: Parameter Efficient Multi-task And Transfer Learning0
Multi-Task Learning for Semantic Parsing with Cross-Domain Sketch0
Diversity and Depth in Per-Example Routing Models0
TENSOR RING NETS ADAPTED DEEP MULTI-TASK LEARNING0
Routing Networks and the Challenges of Modular and Compositional ComputationCode0
Decentralized Multi-Task Learning Based on Extreme Learning Machines0
Large Scale Holistic Video UnderstandingCode1
DynamoNet: Dynamic Action and Motion Network0
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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