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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 2101–2150 of 3687 papers

TitleStatusHype
Netmarble AI Center's WMT21 Automatic Post-Editing Shared Task Submission—0
The Stem Cell Hypothesis: Dilemma behind Multi-Task Learning with Transformer EncodersCode0
GradTS: A Gradient-Based Automatic Auxiliary Task Selection Method Based on Transformer Networks—0
Deep Joint Source-Channel Coding for Multi-Task Network—0
College Student Retention Risk Analysis From Educational Database using Multi-Task Multi-Modal Neural Fusion—0
Efficiently Identifying Task Groupings for Multi-Task Learning—0
Rethinking Data Augmentation for Low-Resource Neural Machine Translation: A Multi-Task Learning ApproachCode0
Hyper Meta-Path Contrastive Learning for Multi-Behavior Recommendation—0
Multi-Relational Graph based Heterogeneous Multi-Task Learning in Community Question Answering—0
HunterSpeechLab at GermEval 2021: Does Your Comment Claim A Fact? Contextualized Embeddings for German Fact-Claiming Comment Classification—0
SANSformers: Self-Supervised Forecasting in Electronic Health Records with Attention-Free Models—0
Private Multi-Task Learning: Formulation and Applications to Federated LearningCode0
Multi-Task Self-Training for Learning General Representations—0
Multi-task learning from fixed-wing UAV images for 2D/3D city modeling—0
Outdoor Position Recovery from HeterogeneousTelco Cellular Data—0
A Dual-Decoder Conformer for Multilingual Speech Recognition—0
Personalised Federated Learning: A Combinational Approach—0
Multilingual Speech Recognition for Low-Resource Indian Languages using Multi-Task conformer—0
A Multi-Task Learning Framework for COVID-19 Monitoring and Prediction of PPE Demand in Community Health Centres—0
Few-shot Segmentation with Optimal Transport Matching and Message Flow—0
More for Less: Non-Intrusive Speech Quality Assessment with Limited Annotations—0
An Analysis Of Entire Space Multi-Task Models For Post-Click Conversion Prediction—0
Multi-task learning for jersey number recognition in Ice Hockey—0
Task-wise Split Gradient Boosting Trees for Multi-center Diabetes PredictionCode0
Bagging Supervised Autoencoder Classifier for Credit Scoring—0
Billion-Scale Pretraining with Vision Transformers for Multi-Task Visual Representations—0
ConvNets vs. Transformers: Whose Visual Representations are More Transferable?—0
UniNet: A Unified Scene Understanding Network and Exploring Multi-Task Relationships through the Lens of Adversarial AttacksCode0
How Self-Supervised Learning Can be Used for Fine-Grained Head Pose Estimation?—0
Pose is all you need: The pose only group activity recognition system (POGARS)—0
Explainable AI and susceptibility to adversarial attacks: a case study in classification of breast ultrasound images—0
Leveraging Commonsense Knowledge on Classifying False News and Determining Checkworthiness of Claims—0
PoolRank: Max/Min Pooling-based Ranking Loss for Listwise Learning & Ranking Balance—0
Simultaneous Semantic and Collision Learning for 6-DoF Grasp Pose Estimation—0
Exact Pareto Optimal Search for Multi-Task Learning and Multi-Criteria Decision-Making—0
LIORI at SemEval-2021 Task 8: Ask Transformer for measurements—0
Bidirectional Domain Adaptation Using Weighted Multi-Task LearningCode0
Multi-level Emotion Cause Analysis by Multi-head Attention Based Multi-task Learning—0
HOMADOS at SemEval-2021 Task 6: Multi-Task Learning for Propaganda Detection—0
Multilingual Speech Translation with Unified Transformer: Huawei Noah’s Ark Lab at IWSLT 2021—0
A Neural Transition-based Joint Model for Disease Named Entity Recognition and Normalization—0
IAPUCP at SemEval-2021 Task 1: Stacking Fine-Tuned Transformers is Almost All You Need for Lexical Complexity Prediction—0
KGP at SemEval-2021 Task 8: Leveraging Multi-Staged Language Models for Extracting Measurements, their Attributes and RelationsCode0
Jointly Identifying Rhetoric and Implicit Emotions via Multi-Task Learning—0
基于多层次预训练策略和多任务学习的端到端蒙汉语音翻译(End-to-end Mongolian-Chinese Speech Translation Based on Multi-level Pre-training Strategies and Multi-task Learning)—0
BanditMTL: Bandit-based Multi-task Learning for Text Classification—0
On the Generation of Medical Dialogs for COVID-19Code0
Annotations Matter: Leveraging Multi-task Learning to Parse UD and SUD—0
Embedding Time Differences in Context-sensitive Neural Networks for Learning Time to Event—0
A Trigger-Aware Multi-Task Learning for Chinese Event Entity Recognition—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