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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 501–525 of 3687 papers

TitleStatusHype
Efficient Multitask Dense Predictor via BinarizationCode0
Multi-Dataset Multi-Task Learning for COVID-19 Prognosis—0
Low-Resolution Chest X-ray Classification via Knowledge Distillation and Multi-task Learning—0
End-to-End Real-World Polyphonic Piano Audio-to-Score Transcription with Hierarchical DecodingCode1
Learning Partially Aligned Item Representation for Cross-Domain Sequential Recommendation—0
The Power of Active Multi-Task Learning in Reinforcement Learning from Human Feedback—0
SeBot: Structural Entropy Guided Multi-View Contrastive Learning for Social Bot DetectionCode1
LiPost: Improved Content Understanding With Effective Use of Multi-task Contrastive Learning—0
MTLComb: multi-task learning combining regression and classification tasks for joint feature selectionCode0
ROCOv2: Radiology Objects in COntext Version 2, an Updated Multimodal Image DatasetCode0
HRNet: Differentially Private Hierarchical and Multi-Resolution Network for Human Mobility Data SynthesizationCode0
Multi-Task Learning for Fatigue Detection and Face Recognition of Drivers via Tree-Style Space-Channel Attention Fusion Network—0
Large Language Model-aided Edge Learning in Distribution System State Estimation—0
PhysMLE: Generalizable and Priors-Inclusive Multi-task Remote Physiological Measurement—0
For the Misgendered Chinese in Gender Bias Research: Multi-Task Learning with Knowledge Distillation for Pinyin Name-Gender Prediction—0
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale AttentionCode2
Interpretable Multi-task Learning with Shared Variable Embeddings—0
Multi-task learning for molecular electronic structure approaching coupled-cluster accuracyCode1
Deep Multi-Task Learning for Malware Image Classification—0
Multi-level Shared Knowledge Guided Learning for Knowledge Graph Completion—0
Mitigating Clickbait: An Approach to Spoiler Generation Using Multitask Learning—0
DocRes: A Generalist Model Toward Unifying Document Image Restoration TasksCode4
Exploring Correlations of Self-Supervised Tasks for GraphsCode1
MMGER: Multi-modal and Multi-granularity Generative Error Correction with LLM for Joint Accent and Speech Recognition—0
GMP-TL: Gender-augmented Multi-scale Pseudo-label Enhanced Transfer Learning for Speech Emotion Recognition—0
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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