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

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Showing 1201–1250 of 3687 papers

TitleStatusHype
Coping with low data availability for social media crisis message categorisation—0
Copenhagen at CoNLL--SIGMORPHON 2018: Multilingual Inflection in Context with Explicit Morphosyntactic Decoding—0
Adaptive Multi-Task Lasso: with Application to eQTL Detection—0
Accent Conversion with Articulatory Representations—0
Coordinated Online Learning With Applications to Learning User Preferences—0
ConvNets vs. Transformers: Whose Visual Representations are More Transferable?—0
A Real-Time Multi-Task Learning System for Joint Detection of Face, Facial Landmark and Head Pose—0
Empirical Analysis of Multi-Task Learning for Reducing Model Bias in Toxic Comment Detection—0
High Efficiency Pedestrian Crossing Prediction—0
Entire Space Multi-Task Modeling via Post-Click Behavior Decomposition for Conversion Rate Prediction—0
Approaching SMM4H with Merged Models and Multi-task Learning—0
A Large-Scale Corpus of E-mail Conversations with Standard and Two-Level Dialogue Act Annotations—0
Conversion of single-energy computed tomography to parametric maps of dual-energy computed tomography using convolutional neural network—0
Convergence rate of Bayesian tensor estimator: Optimal rate without restricted strong convexity—0
Appearance Learning for Image-based Motion Estimation in Tomography—0
Adaptive multi-gradient methods for quasiconvex vector optimization and applications to multi-task learning—0
Highly Scalable Task Grouping for Deep Multi-Task Learning in Prediction of Epigenetic Events—0
High-Order Multi-Task Feature Learning to Identify Longitudinal Phenotypic Markers for Alzheimer's Disease Progression Prediction—0
How to transfer algorithmic reasoning knowledge to learn new algorithms?—0
Identifying Depressive Symptoms from Tweets: Figurative Language Enabled Multitask Learning Framework—0
Controllable Pareto Multi-Task Learning—0
Controllable Neural Architectures for Multi-Task Control—0
A Point-Based Approach to Efficient LiDAR Multi-Task Perception—0
Controllable Dynamic Multi-Task Architectures—0
Hierarchical Prompt Learning for Multi-Task Learning—0
A Key-Driven Framework for Identity-Preserving Face Anonymization—0
Continual Robot Learning using Self-Supervised Task Inference—0
Adaptive Knowledge Sharing in Multi-Task Learning: Improving Low-Resource Neural Machine Translation—0
Hierarchical Ranking for Answer Selection—0
A Personal Privacy Preserving Framework: I Let You Know Who Can See What—0
Contextualized Policy Recovery: Modeling and Interpreting Medical Decisions with Adaptive Imitation Learning—0
Hierarchical Multi Task Learning With CTC—0
Context-Aware Multi-Task Learning for Traffic Scene Recognition in Autonomous Vehicles—0
Accelerating Real-Time Question Answering via Question Generation—0
Hierarchical Multi Task Learning with Subword Contextual Embeddings for Languages with Rich Morphology—0
Adaptive Image Stream Classification via Convolutional Neural Network with Intrinsic Similarity Metrics—0
A Parameter Update Balancing Algorithm for Multi-task Ranking Models in Recommendation Systems—0
Constructing Time-Series Momentum Portfolios with Deep Multi-Task Learning—0
Gated Multi-Task Network for Text Classification—0
Gated Mechanism Enhanced Multi-Task Learning for Dialog Routing—0
Hierarchically Modeling Micro and Macro Behaviors via Multi-Task Learning for Conversion Rate Prediction—0
Hierarchical Multi-Task Learning Framework for Session-based Recommendations—0
Hierarchical Over-the-Air FedGradNorm—0
Gated Ensemble of Spatio-temporal Mixture of Experts for Multi-task Learning in Ride-hailing System—0
ScoreGAN: A Fraud Review Detector based on Multi Task Learning of Regulated GAN with Data Augmentation—0
HF-UNet: Learning Hierarchically Inter-Task Relevance in Multi-Task U-Net for Accurate Prostate Segmentation—0
Gait Patterns as Biomarkers: A Video-Based Approach for Classifying Scoliosis—0
Constraint-driven multi-task learning—0
Hierarchical Adaptive Expert for Multimodal Sentiment Analysis—0
Heterogeneous Representation Learning: A Review—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