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 2076–2100 of 3687 papers

TitleStatusHype
Rethinking Rehearsal in Lifelong Learning: Does An Example Contribute the Plasticity or Stability?—0
Who speaks like a style of Vitamin: Towards Syntax-Aware DialogueSummarization using Multi-task Learning—0
DeepAnalyze: Learning to Localize Crashes at Scale—0
Data Sharing without Rewards in Multi-Task Offline Reinforcement Learning—0
Pareto Navigation Gradient Descent: a First Order Algorithm for Optimization in Pareto Set—0
3D Hand Pose and Shape Estimation from RGB Images for Keypoint-Based Hand Gesture Recognition—0
DeepPSL: End-to-end perception and reasoning—0
An End-to-end Entangled Segmentation and Classification Convolutional Neural Network for Periodontitis Stage Grading from Periapical Radiographic Images—0
Consistency Training of Multi-exit Architectures for Sensor Data—0
Graph Reasoning with Context-Aware Linearization for Interpretable Fact Extraction and Verification—0
Cardiac Complication Risk Profiling for Cancer Survivors via Multi-View Multi-Task LearningCode0
Multi-task Learning with Domain Knowledge for Molecular Property Prediction—0
CSAGN: Conversational Structure Aware Graph Network for Conversational Semantic Role LabelingCode0
Comparison of single and multitask learning for predicting cognitive decline based on MRI dataCode0
Multi-Task Learning with Sentiment, Emotion, and Target Detection to Recognize Hate Speech and Offensive Language—0
Improved optimization strategies for deep Multi-Task Networks—0
CUNI systems for WMT21: Multilingual Low-Resource Translation for Indo-European Languages Shared Task—0
Lifelong Robotic Reinforcement Learning by Retaining Experiences—0
Multi-Task Learning in Natural Language Processing: An Overview—0
A Role-Selected Sharing Network for Joint Machine-Human Chatting Handoff and Service Satisfaction AnalysisCode0
Machine Reading Comprehension: Generative or Extractive Reader?—0
A Bag of Tricks for Dialogue Summarization—0
Multi-Task Learning with Sequence-Conditioned Transporter Networks—0
Automatic Plane Adjustment of Orthopedic Intra-operative Flat Panel Detector CT-Volumes—0
Explainable Identification of Dementia from Transcripts using Transformer Networks—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