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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 1751–1800 of 3687 papers

TitleStatusHype
Adversarial multi-task learning to solve holistic semantic polishing problem of Chinese text—0
On-Demand Unlabeled Personalized Federated Learning—0
Grounding Psychological Shape Space in Convolutional Neural NetworksCode1
CoCA-MDD: A Coupled Cross-Attention based Framework for Streaming Mispronunciation Detection and Diagnosis—0
Improving Prosody for Unseen Texts in Speech Synthesis by Utilizing Linguistic Information and Noisy Data—0
DEEP: DEnoising Entity Pre-training for Neural Machine Translation—0
Kronecker Factorization for Preventing Catastrophic Forgetting in Large-scale Medical Entity Linking—0
Towards Robust Knowledge Graph Embedding via Multi-task Reinforcement Learning—0
Multi-Task Neural Processes—0
Variational Multi-Task Learning with Gumbel-Softmax PriorsCode1
Real-time landmark detection for precise endoscopic submucosal dissection via shape-aware relation networkCode0
Reinforcement Learning for Mixed Autonomy IntersectionsCode1
InQSS: a speech intelligibility and quality assessment model using a multi-task learning networkCode1
Generalization in Dexterous Manipulation via Geometry-Aware Multi-Task Learning—0
Unified 3D Mesh Recovery of Humans and Animals by Learning Animal Exercise—0
Multi-task Learning of Order-Consistent Causal Graphs—0
Papago’s Submission for the WMT21 Quality Estimation Shared Task—0
Netmarble AI Center’s WMT21 Automatic Post-Editing Shared Task Submission—0
Multi-Domain Multilingual Question AnsweringCode1
Synthetic Data Generation and Multi-Task Learning for Extracting Temporal Information from Health-Related Narrative Text—0
KOAS: Korean Text Offensiveness Analysis System—0
Cross-lingual Sentence Embedding using Multi-Task Learning—0
Come hither or go away? Recognising pre-electoral coalition signals in the news—0
BPM_MT: Enhanced Backchannel Prediction Model using Multi-Task Learning—0
Efficient Multi-Task Auxiliary Learning: Selecting Auxiliary Data by Feature SimilarityCode0
Jump-Starting Item Parameters for Adaptive Language Tests—0
Synchronous Dual Network with Cross-Type Attention for Joint Entity and Relation Extraction—0
Multi-task Learning in Argument Mining for Persuasive Online Discussions—0
Knowledge-Interactive Network with Sentiment Polarity Intensity-Aware Multi-Task Learning for Emotion Recognition in Conversations—0
Improving End-to-End Task-Oriented Dialog System with A Simple Auxiliary TaskCode1
Multi-task Learning to Enable Location Mention Identification in the Early Hours of a Crisis Event—0
GenerativeRE: Incorporating a Novel Copy Mechanism and Pretrained Model for Joint Entity and Relation Extraction—0
PCA-based Multi Task Learning: a Random Matrix Approach—0
Multi-Task Learning based Convolutional Models with Curriculum Learning for the Anisotropic Reynolds Stress Tensor in Turbulent Duct Flow—0
Multi-Task and Multi-Modal Learning for RGB Dynamic Gesture Recognition—0
Aligned Multi-Task Gaussian Process—0
MetaICL: Learning to Learn In ContextCode1
Scalable Unidirectional Pareto Optimality for Multi-Task Learning with Constraints—0
Facial Emotion Recognition: A multi-task approach using deep learningCode0
A multi-task learning-based optimization approach for finding diverse sets of material microstructures with desired properties and its application to texture optimization—0
Revisit Multimodal Meta-Learning through the Lens of Multi-Task LearningCode0
Adversarial Robustness in Multi-Task Learning: Promises and IllusionsCode0
How to transfer algorithmic reasoning knowledge to learn new algorithms?—0
Conflict-Averse Gradient Descent for Multi-task LearningCode1
Multi-Faceted Hierarchical Multi-Task Learning for a Large Number of Tasks with Multi-dimensional Relations—0
Simultaneous Perturbation Method for Multi-Task Weight Optimization in One-Shot Meta-LearningCode0
Generalized Multi-Task Learning from Substantially Unlabeled Multi-Source Medical Image DataCode1
AutoMTL: A Programming Framework for Automating Efficient Multi-Task LearningCode1
Multi-task Recurrent Neural Networks to Simultaneously Infer Mode and Purpose in GPS Trajectories—0
RefRec: Pseudo-labels Refinement via Shape Reconstruction for Unsupervised 3D Domain AdaptationCode0
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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