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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

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Showing 526–550 of 3687 papers

TitleStatusHype
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
CaSiNo: A Corpus of Campsite Negotiation Dialogues for Automatic Negotiation SystemsCode1
Does Text Attract Attention on E-Commerce Images: A Novel Saliency Prediction Dataset and MethodCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
Causal Inference for Chatting HandoffCode1
Efficient Continuous Pareto Exploration in Multi-Task LearningCode1
Efficient Depth Estimation for Unstable Stereo Camera Systems on AR GlassesCode1
An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language ModelsCode1
DaWin: Training-free Dynamic Weight Interpolation for Robust AdaptationCode1
CentralNet: a Multilayer Approach for Multimodal FusionCode1
CERBERUS: Simple and Effective All-In-One Automotive Perception Model with Multi Task LearningCode1
Encoding Visual Attributes in Capsules for Explainable Medical DiagnosesCode1
End-to-end Emotion-Cause Pair Extraction via Learning to LinkCode1
A Frustratingly Easy Approach for Entity and Relation ExtractionCode1
ENHANCE (ENriching Health data by ANnotations of Crowd and Experts): A case study for skin lesion classificationCode1
Deep Learning for Automatic Pneumonia DetectionCode1
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial TrainingCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
Cyclic Learning: Bridging Image-level Labels and Nuclei Instance SegmentationCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
Exploring Correlations of Self-Supervised Tasks for GraphsCode1
CH-SIMS: A Chinese Multimodal Sentiment Analysis Dataset with Fine-grained Annotation of ModalityCode1
CIF: Continuous Integrate-and-Fire for End-to-End Speech RecognitionCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
RetinaFace: Single-stage Dense Face Localisation in the WildCode1
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All datasetsQM9Cityscapes testNYUv2OMNIGLOTCelebAUTKFacewireframe dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7—Unverified
2CAGrad∆m%112.8—Unverified
3IMTL-G∆m%77.2—Unverified
4Nash-MTL∆m%62—Unverified
5BayesAgg-MTL∆m%53.7—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41—Unverified
2Nash-MTLmIoU75.41—Unverified
3MultiObjectiveOptimizationmIoU66.63—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14—Unverified
2Nash-MTLMean IoU40.13—Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52—Unverified
2Mixture-of-ExpertsAverage Accuracy92.19—Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25—Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23—Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3—Unverified