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 22012225 of 3687 papers

TitleStatusHype
Training ELECTRA Augmented with Multi-word Selection0
Multi-Task Deep Visual-Semantic Embedding for Video Thumbnail Selection0
Multi-Task Differential Privacy Under Distribution Skew0
Multi-Task Distributed Learning using Vision Transformer with Random Patch Permutation0
Multi-Task Distribution Learning0
Multi-Task Domain Adaptation for Language Grounding with 3D Objects0
Training Flexible Depth Model by Multi-Task Learning for Neural Machine Translation0
Multitask Emotion Recognition Model with Knowledge Distillation and Task Discriminator0
When is an SHM problem a Multi-Task-Learning problem?0
Multi-task Feature Selection based Anomaly Detection0
Multi-Task Fusion via Reinforcement Learning for Long-Term User Satisfaction in Recommender Systems0
Multi-task Gaussian Process Learning of Robot Inverse Dynamics0
A Study on Speech Assessment with Visual Cues0
Training Medical Image Analysis Systems like Radiologists0
Training multi-objective/multi-task collocation physics-informed neural network with student/teachers transfer learnings0
A Study of Transducer based End-to-End ASR with ESPnet: Architecture, Auxiliary Loss and Decoding Strategies0
A Study of Autoregressive Decoders for Multi-Tasking in Computer Vision0
ASR-Aware End-to-end Neural Diarization0
Multi-task Highly Adaptive Lasso0
Multi-task human analysis in still images: 2D/3D pose, depth map, and multi-part segmentation0
Multi-Task Image-Based Dietary Assessment for Food Recognition and Portion Size Estimation0
MIMT: Multi-Illuminant Color Constancy via Multi-Task Local Surface and Light Color Learning0
Transductive Auxiliary Task Self-Training for Neural Multi-Task Models0
Aspect-Based Sentiment Analysis using Local Context Focus Mechanism with DeBERTa0
Multitask Kernel-based Learning with Logic Constraints0
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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