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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 601–650 of 3687 papers

TitleStatusHype
Deep Nonlinear Hyperspectral Unmixing Using Multi-task Learning—0
deep-REMAP: Parameterization of Stellar Spectra Using Regularized Multi-Task Learning—0
Bounds for Vector-Valued Function Estimation—0
BoundMatch: Boundary detection applied to semi-supervised segmentation for urban-driving scenes—0
Analyzing the Effect of Multi-task Learning for Biomedical Named Entity Recognition—0
Analyzing Policy Distillation on Multi-Task Learning and Meta-Reinforcement Learning in Meta-World—0
BotsTalk: Machine-Sourced Framework for Automatic Curation of Large-scale Multi-skill Dialogue Datasets—0
ABAW: Learning from Synthetic Data & Multi-Task Learning Challenges—0
Cross-domain Named Entity Recognition via Graph Matching—0
Bootstrapping NLU Models with Multi-task Learning—0
Boosting the Accuracy of Stock Market Prediction via Multi-Layer Hybrid MTL Structure—0
Boosting Share Routing for Multi-task Learning—0
Boosting Facial Action Unit Detection Through Jointly Learning Facial Landmark Detection and Domain Separation and Reconstruction—0
Analyzing Learned Representations of a Deep ASR Performance Prediction Model—0
ACQ: A Unified Framework for Automated Programmatic Creativity in Online Advertising—0
DeepNAT: Deep Convolutional Neural Network for Segmenting Neuroanatomy—0
Body Segmentation Using Multi-task Learning—0
Analytical Uncertainty-Based Loss Weighting in Multi-Task Learning—0
Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting—0
Adversarial multi-task learning to solve holistic semantic polishing problem of Chinese text—0
Deep Multi-task Prediction of Lung Cancer and Cancer-free Progression from Censored Heterogenous Clinical Imaging—0
Biomedical Event Extraction as Sequence Labeling—0
BioInstruct: Instruction Tuning of Large Language Models for Biomedical Natural Language Processing—0
Adversarial Multi-task Learning for Text Classification—0
Billion-Scale Pretraining with Vision Transformers for Multi-Task Visual Representations—0
Bilingually-constrained Synthetic Data for Implicit Discourse Relation Recognition—0
An Adversarial Multi-Task Learning Method for Chinese Text Correction with Semantic Detection—0
Acoustic-to-articulatory Speech Inversion with Multi-task Learning—0
Deep Mutual Learning across Task Towers for Effective Multi-Task Recommender Learning—0
Deep Neural Network for Blind Visual Quality Assessment of 4K Content—0
deepSA2018 at SemEval-2018 Task 1: Multi-task Learning of Different Label for Affect in Tweets—0
Adversarial Multi-Task Learning for Disentangling Timbre and Pitch in Singing Voice Synthesis—0
Bidirectional Progressive Neural Networks with Episodic Return Progress for Emergent Task Sequencing and Robotic Skill Transfer—0
An Active Learning Framework for Efficient Robust Policy Search—0
Deep Multi-Task Learning with Shared Memory—0
Deep Multi-Task Learning with Shared Memory for Text Classification—0
Bias Reducing Multitask Learning on Mental Health Prediction—0
Beyond without Forgetting: Multi-Task Learning for Classification with Disjoint Datasets—0
Beyond Text: Leveraging Multi-Task Learning and Cognitive Appraisal Theory for Post-Purchase Intention Analysis—0
Deep multi-task learning with low level tasks supervised at lower layers—0
Deep Multi-Task Model for Sarcasm Detection and Sentiment Analysis in Arabic Language—0
Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics—0
A multi-task U-net for segmentation with lazy labels—0
A Bag of Tricks for Dialogue Summarization—0
Beyond Relevance: Improving User Engagement by Personalization for Short-Video Search—0
Learning to segment microscopy images with lazy labels—0
Deep Multi-Task Learning to Recognise Subtle Facial Expressions of Mental States—0
Beyond Black \& White: Leveraging Annotator Disagreement via Soft-Label Multi-Task Learning—0
A Multi-task Two-stream Spatiotemporal Convolutional Neural Network for Convective Storm Nowcasting—0
Better Transfer Learning with Inferred Successor Maps—0
Show:102550
← PrevPage 13 of 74Next →
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