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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 1101–1150 of 3687 papers

TitleStatusHype
Efficacy of regularized multi-task learning based on SVM models—0
Gibbs Max-margin Topic Models with Data Augmentation—0
Data-Centric Improvements for Enhancing Multi-Modal Understanding in Spoken Conversation Modeling—0
Database Search Results Disambiguation for Task-Oriented Dialog Systems—0
Asymptotically Optimal Regularization in Smooth Parametric Models—0
Database Search Results Disambiguation for Task-Oriented Dialog Systems—0
ALL-IN-ONE: Multi-Task Learning BERT models for Evaluating Peer Assessments—0
Glioma Multimodal MRI Analysis System for Tumor Layered Diagnosis via Multi-task Semi-supervised Learning—0
GR-2: A Generative Video-Language-Action Model with Web-Scale Knowledge for Robot Manipulation—0
DAP3D-Net: Where, What and How Actions Occur in Videos?—0
A Survey of Multi-task Learning in Natural Language Processing: Regarding Task Relatedness and Training Methods—0
Accurate and Data-Efficient Micro-XRD Phase Identification Using Multi-Task Learning: Application to Hydrothermal Fluids—0
A Survey of Malware Detection Using Deep Learning—0
All in One: A Multi-Task Learning for Emoji, Sentiment and Emotion Analysis in Code-Mixed Text—0
Cycle-Consistent Speech Enhancement—0
Cyber-aggression Detection using Cross Segment-and-Concatenate Multi-Task Learning from Text—0
A Stutter Seldom Comes Alone -- Cross-Corpus Stuttering Detection as a Multi-label Problem—0
Customizable Combination of Parameter-Efficient Modules for Multi-Task Learning—0
All-in-One: A Deep Attentive Multi-task Learning Framework for Humour, Sarcasm, Offensive, Motivation, and Sentiment on Memes—0
Geometry-Aware Multi-Task Learning for Binaural Audio Generation from Video—0
Curvature-informed multi-task learning for graph networks—0
Curriculum Modeling the Dependence among Targets with Multi-task Learning for Financial Marketing—0
A study on the role of subsidiary information in replay attack spoofing detection—0
Curriculum Learning of Multiple Tasks—0
Curriculum Learning for Multi-Task Classification of Visual Attributes—0
A Study on Speech Assessment with Visual Cues—0
Alleviating Video-Length Effect for Micro-video Recommendation—0
Curriculum Based Multi-Task Learning for Parkinson's Disease Detection—0
A Study of Transducer based End-to-End ASR with ESPnet: Architecture, Auxiliary Loss and Decoding Strategies—0
A Study of Autoregressive Decoders for Multi-Tasking in Computer Vision—0
CUNI systems for WMT21: Multilingual Low-Resource Translation for Indo-European Languages Shared Task—0
Alleviating Behavior Data Imbalance for Multi-Behavior Graph Collaborative Filtering—0
Adaptive Weight Assignment Scheme For Multi-task Learning—0
Generic Intent Representation in Web Search—0
Geometry-Aware Scene Text Detection With Instance Transformation Network—0
CUHK at SemEval-2020 Task 4: CommonSense Explanation, Reasoning and Prediction with Multi-task Learning—0
ASR-Aware End-to-end Neural Diarization—0
CS-UM6P at SemEval-2021 Task 7: Deep Multi-Task Learning Model for Detecting and Rating Humor and Offense—0
Aspect-Based Sentiment Analysis using Local Context Focus Mechanism with DeBERTa—0
All Birds with One Stone: Multi-task Text Classification for Efficient Inference with One Forward Pass—0
All Birds with One Stone: Multi-task Learning for Inference with One Forward Pass—0
Crude Oil-related Events Extraction and Processing: A Transfer Learning Approach—0
Aspect-Based Sentiment Analysis and Singer Name Entity Recognition using Parameter Generation Network Based Transfer 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
Cross-topic Argument Mining from Heterogeneous Sources—0
Cross-Task Knowledge Distillation in Multi-Task Recommendation—0
Ask the GRU: Multi-Task Learning for Deep Text Recommendations—0
A Literature Review of Keyword Spotting Technologies for Urdu—0
Cross-Task Attention Network: Improving Multi-Task Learning for Medical Imaging Applications—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