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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 2676–2700 of 3687 papers

TitleStatusHype
Learning Gaussian Maps for Dense Object Detection—0
TAL EmotioNet Challenge 2020 Rethinking the Model Chosen Problem in Multi-Task Learning—0
CLOPS: Continual Learning of Physiological Signals—0
Data Poisoning Attacks on Federated Machine Learning—0
Joint Semantic Segmentation and Boundary Detection using Iterative Pyramid Contexts—0
TXtract: Taxonomy-Aware Knowledge Extraction for Thousands of Product CategoriesCode0
Unified Multi-Criteria Chinese Word Segmentation with BERT—0
MLR: A Two-stage Conversational Query Rewriting Model with Multi-task Learning—0
Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural NetworksCode0
Pre-training Text Representations as Meta Learning—0
Multi-task Learning via Adaptation to Similar Tasks for Mortality Prediction of Diverse Rare Diseases—0
Minimum Latency Training Strategies for Streaming Sequence-to-Sequence ASR—0
Transfer learning and subword sampling for asymmetric-resource one-to-many neural translationCode0
Severing the Edge Between Before and After: Neural Architectures for Temporal Ordering of Events—0
Inferential Text Generation with Multiple Knowledge Sources and Meta-Learning—0
Multi-Task Learning via Co-Attentive Sharing for Pedestrian Attribute Recognition—0
Vocoder-Based Speech Synthesis from Silent Videos—0
A Generalized Multi-Task Learning Approach to Stereo DSM Filtering in Urban Areas—0
Context-Aware Multi-Task Learning for Traffic Scene Recognition in Autonomous Vehicles—0
Temporarily-Aware Context Modelling using Generative Adversarial Networks for Speech Activity Detection—0
Distributed Primal-Dual Optimization for Online Multi-Task Learning—0
Adversarial Transfer Learning for Punctuation Restoration—0
Improving out-of-distribution generalization via multi-task self-supervised pretraining—0
Synergic Adversarial Label Learning for Grading Retinal Diseases via Knowledge Distillation and Multi-task Learning—0
Learned Weight Sharing for Deep Multi-Task Learning by Natural Evolution Strategy and Stochastic Gradient DescentCode0
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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