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 451475 of 3687 papers

TitleStatusHype
COVID-CT-Dataset: A CT Scan Dataset about COVID-19Code1
Bayesian Uncertainty for Gradient Aggregation in Multi-Task LearningCode1
PEER: A Comprehensive and Multi-Task Benchmark for Protein Sequence UnderstandingCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and GenerationCode1
PhoNLP: A joint multi-task learning model for Vietnamese part-of-speech tagging, named entity recognition and dependency parsingCode1
PlugNet: Degradation Aware Scene Text Recognition Supervised by a Pluggable Super-Resolution UnitCode1
PLUR: A Unifying, Graph-Based View of Program Learning, Understanding, and RepairCode1
Polygonal Building Segmentation by Frame Field LearningCode1
Precursor-of-Anomaly Detection for Irregular Time SeriesCode1
Prefer to Classify: Improving Text Classifiers via Auxiliary Preference LearningCode1
Pre-training for Speech Translation: CTC Meets Optimal TransportCode1
Push-the-Boundary: Boundary-aware Feature Propagation for Semantic Segmentation of 3D Point CloudsCode1
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task LearningCode1
DenseMTL: Cross-task Attention Mechanism for Dense Multi-task LearningCode1
Beyond expectation: Deep joint mean and quantile regression for spatio-temporal problemsCode1
Adversarial Multi-task Learning Enhanced Physics-informed Neural Networks for Solving Partial Differential EquationsCode1
Raw High-Definition Radar for Multi-Task LearningCode1
Recall and Learn: Fine-tuning Deep Pretrained Language Models with Less ForgettingCode1
Recon: Reducing Conflicting Gradients from the Root for Multi-Task LearningCode1
A Multi-view Multi-task Learning Framework for Multi-variate Time Series ForecastingCode1
Cyclic Learning: Bridging Image-level Labels and Nuclei Instance SegmentationCode1
Acoustic Prompt Tuning: Empowering Large Language Models with Audition CapabilitiesCode1
Bi-Directional Attention for Joint Instance and Semantic Segmentation in Point CloudsCode1
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
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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