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 28012825 of 3687 papers

TitleStatusHype
Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement LearningCode2
Promoting the Knowledge of Source Syntax in Transformer NMT Is Not Needed0
Deep generative model-driven multimodal prostate segmentation in radiotherapy0
MRQA 2019 Shared Task: Evaluating Generalization in Reading ComprehensionCode0
Large-scale Causal Approaches to Debiasing Post-click Conversion Rate Estimation with Multi-task Learning0
Rugby-Bot: Utilizing Multi-Task Learning & Fine-Grained Features for Rugby League Analysis0
Entire Space Multi-Task Modeling via Post-Click Behavior Decomposition for Conversion Rate Prediction0
Self-supervised Label Augmentation via Input TransformationsCode0
SUM: Suboptimal Unitary Multi-task Learning Framework for Spatiotemporal Data Prediction0
Multi-Task Learning for Conversational Question Answering over a Large-Scale Knowledge BaseCode0
Flexible Multi-task Networks by Learning Parameter Allocation0
The Sparse Reverse of Principal Component Analysis for Fast Low-Rank Matrix Completion0
Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy ConstraintsCode0
NeurReg: Neural Registration and Its Application to Image SegmentationCode0
Hitachi at MRP 2019: Unified Encoder-to-Biaffine Network for Cross-Framework Meaning Representation Parsing0
On the Detection of Digital Face ManipulationCode1
Joint Acne Image Grading and Counting via Label Distribution LearningCode0
Learning to Jointly Generate and Separate Reflections0
MMM: Multi-stage Multi-task Learning for Multi-choice Reading ComprehensionCode0
Single-Network Whole-Body Pose EstimationCode0
Tensor-based Cooperative Control for Large Scale Multi-intersection Traffic Signal Using Deep Reinforcement Learning and Imitation Learning0
Gated Task Interaction Framework for Multi-task Sequence TaggingCode0
Towards Real-Time Multi-Object TrackingCode2
GECOR: An End-to-End Generative Ellipsis and Co-reference Resolution Model for Task-Oriented Dialogue0
RLBench: The Robot Learning Benchmark & Learning EnvironmentCode0
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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