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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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1251–1300 of 3687 papers

TitleStatusHype
GEmo-CLAP: Gender-Attribute-Enhanced Contrastive Language-Audio Pretraining for Accurate Speech Emotion Recognition—0
GECOR: An End-to-End Generative Ellipsis and Co-reference Resolution Model for Task-Oriented Dialogue—0
Adaptive Image Stream Classification via Convolutional Neural Network with Intrinsic Similarity Metrics—0
GDOD: Effective Gradient Descent using Orthogonal Decomposition for Multi-Task Learning—0
GCN-based Multi-task Representation Learning for Anomaly Detection in Attributed Networks—0
A Parameter Update Balancing Algorithm for Multi-task Ranking Models in Recommendation Systems—0
Generalization in Dexterous Manipulation via Geometry-Aware Multi-Task Learning—0
Context-Aware Multi-Task Learning for Traffic Scene Recognition in Autonomous Vehicles—0
Contextualized Policy Recovery: Modeling and Interpreting Medical Decisions with Adaptive Imitation Learning—0
Human Insights Driven Latent Space for Different Driving Perspectives: A Unified Encoder for Efficient Multi-Task Inference—0
Generalized Face Anti-Spoofing via Multi-Task Learning and One-Side Meta Triplet Loss—0
Generalized Jersey Number Recognition Using Multi-task Learning With Orientation-guided Weight Refinement—0
Constructing Time-Series Momentum Portfolios with Deep Multi-Task Learning—0
Human-Centered Prior-Guided and Task-Dependent Multi-Task Representation Learning for Action Recognition Pre-Training—0
Gated Multi-Task Network for Text Classification—0
Transferring Fairness using Multi-Task Learning with Limited Demographic Information—0
Gated Mechanism Enhanced Multi-Task Learning for Dialog Routing—0
Generalizing Question Answering System with Pre-trained Language Model Fine-tuning—0
Human Detection in Realistic Through-the-Wall Environments using Raw Radar ADC Data and Parametric Neural Networks—0
Generative Adversarial Data Programming—0
HydaLearn: Highly Dynamic Task Weighting for Multi-task Learning with Auxiliary Tasks—0
Generative Modeling for Multi-task Visual Learning—0
Generative Modeling for Multitask Visual Learning—0
Generative Modeling of Individual Behavior at Scale—0
GenerativeRE: Incorporating a Novel Copy Mechanism and Pretrained Model for Joint Entity and Relation Extraction—0
Generative Representational Learning of Foundation Models for Recommendation—0
Generic Intent Representation in Web Search—0
Controllable Pareto Multi-Task Learning—0
Gated Ensemble of Spatio-temporal Mixture of Experts for Multi-task Learning in Ride-hailing System—0
Appearance Learning for Image-based Motion Estimation in Tomography—0
ScoreGAN: A Fraud Review Detector based on Multi Task Learning of Regulated GAN with Data Augmentation—0
Geometry-Aware Multi-Task Learning for Binaural Audio Generation from Video—0
Geometry-Aware Scene Text Detection With Instance Transformation Network—0
GeRM: A Generalist Robotic Model with Mixture-of-experts for Quadruped Robot—0
How to transfer algorithmic reasoning knowledge to learn new algorithms?—0
Gibbs Max-margin Topic Models with Data Augmentation—0
Gait Patterns as Biomarkers: A Video-Based Approach for Classifying Scoliosis—0
Empirical Analysis of Multi-Task Learning for Reducing Model Bias in Toxic Comment Detection—0
A Real-Time Multi-Task Learning System for Joint Detection of Face, Facial Landmark and Head Pose—0
Glioma Multimodal MRI Analysis System for Tumor Layered Diagnosis via Multi-task Semi-supervised Learning—0
Constraint-driven multi-task learning—0
How Vital is the Jurisprudential Relevance: Law Article Intervened Legal Case Retrieval and Matching—0
Global Inference for Aspect and Opinion Terms Co-Extraction Based on Multi-Task Neural Networks—0
How Self-Supervised Learning Can be Used for Fine-Grained Head Pose Estimation?—0
Fusion of Multispectral Data Through Illumination-aware Deep Neural Networks for Pedestrian Detection—0
How to Ask Good Questions? Try to Leverage Paraphrases—0
GMP-TL: Gender-augmented Multi-scale Pseudo-label Enhanced Transfer Learning for Speech Emotion Recognition—0
Go Figure! Multi-task transformer-based architecture for metaphor detection using idioms: ETS team in 2020 metaphor shared task—0
A Joint Learning Framework With BERT for Spoken Language Understanding—0
How Far Can We Go with Data Selection? A Case Study on Semantic Sequence Tagging Tasks—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