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 451–475 of 3687 papers

TitleStatusHype
Ditto: Fair and Robust Federated Learning Through PersonalizationCode1
EXTENDING CONDITIONAL CONVOLUTION STRUCTURES FOR ENHANCING MULTITASKING CONTINUAL LEARNINGCode1
Detecting 32 Pedestrian Attributes for Autonomous VehiclesCode1
Learning Class-Transductive Intent Representations for Zero-shot Intent DetectionCode1
Learning Spatial Attention for Face Super-ResolutionCode1
Automatic Charge Identification from Facts: A Few Sentence-Level Charge Annotations is All You NeedCode1
Multi-Task Learning for Knowledge Graph Completion with Pre-trained Language ModelsCode1
Kungfupanda at SemEval-2020 Task 12: BERT-Based Multi-TaskLearning for Offensive Language DetectionCode1
TableGPT: Few-shot Table-to-Text Generation with Table Structure Reconstruction and Content MatchingCode1
A Recurrent Vision-and-Language BERT for NavigationCode1
UP-DETR: Unsupervised Pre-training for Object Detection with TransformersCode1
Anomaly Detection in Video via Self-Supervised and Multi-Task LearningCode1
Context-Aware Answer Extraction in Question AnsweringCode1
MTLB-STRUCT @PARSEME 2020: Capturing Unseen Multiword Expressions Using Multi-task Learning and Pre-trained Masked Language ModelsCode1
Not a cute stroke: Analysis of Rule- and Neural Network-based Information Extraction Systems for Brain Radiology ReportsCode1
Ask Your Humans: Using Human Instructions to Improve Generalization in Reinforcement LearningCode1
APE: Argument Pair Extraction from Peer Review and Rebuttal via Multi-task LearningCode1
Leveraging speaker attribute information using multi task learning for speaker verification and diarizationCode1
Multi-Task Learning with Shared Encoder for Non-Autoregressive Machine TranslationCode1
A Frustratingly Easy Approach for Entity and Relation ExtractionCode1
Open-Domain Frame Semantic Parsing Using TransformersCode1
A Simple and Efficient Multi-Task Learning Approach for Conditioned Dialogue GenerationCode1
Pedestrian Intention Prediction: A Multi-task PerspectiveCode1
Gradient Vaccine: Investigating and Improving Multi-task Optimization in Massively Multilingual ModelsCode1
Deep Multi-Task Learning for SSVEP Detection and Visual Response MappingCode1
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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