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 10261050 of 3687 papers

TitleStatusHype
AnywhereDoor: Multi-Target Backdoor Attacks on Object DetectionCode0
Constrained Multi-Task Learning for Event Coreference ResolutionCode0
Constrained Multi-Task Learning for Bridging ResolutionCode0
AnywhereDoor: Multi-Target Backdoor Attacks on Object DetectionCode0
HyperFace: A Deep Multi-task Learning Framework for Face Detection, Landmark Localization, Pose Estimation, and Gender RecognitionCode0
AirCast: Improving Air Pollution Forecasting Through Multi-Variable Data AlignmentCode0
An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity RecognitionCode0
Conic Multi-Task ClassificationCode0
Hybrid Losses for Hierarchical Embedding LearningCode0
Hyperparameter Auto-tuning in Self-Supervised Robotic LearningCode0
An Understanding-Oriented Robust Machine Reading Comprehension ModelCode0
Human Keypoint Detection by Progressive Context RefinementCode0
Concurrent Learning of Semantic RelationsCode0
An Overview of Multi-Task Learning in Deep Neural NetworksCode0
HRNet: Differentially Private Hierarchical and Multi-Resolution Network for Human Mobility Data SynthesizationCode0
How does Multi-Task Training Affect Transformer In-Context Capabilities? Investigations with Function ClassesCode0
Adaptive and Robust Multi-Task LearningCode0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI ScansCode0
iACOS: Advancing Implicit Sentiment Extraction with Informative and Adaptive Negative ExamplesCode0
Improved Abdominal Multi-Organ Segmentation via 3D Boundary-Constrained Deep Neural NetworksCode0
Compressed Hierarchical Representations for Multi-Task Learning and Task ClusteringCode0
Out-of-Scope Domain and Intent Classification through Hierarchical Joint ModelingCode0
A Novel Multi-Task Learning Approach for Context-Sensitive Compound Type Identification in SanskritCode0
A Hierarchical Multi-task Approach for Learning Embeddings from Semantic TasksCode0
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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