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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 1751–1800 of 3687 papers

TitleStatusHype
Thompson Sampling for Robust Transfer in Multi-Task BanditsCode0
Learning to Teach Fairness-aware Deep Multi-task Learning—0
Deep Multi-Task Models for Misogyny Identification and Categorization on Arabic Social Media—0
Multi-View Imputation and Cross-Attention Network Based on Incomplete Longitudinal and Multimodal Data for Conversion Prediction of Mild Cognitive ImpairmentCode0
Enhanced Knowledge Selection for Grounded Dialogues via Document Semantic Graphs—0
Codec at SemEval-2022 Task 5: Multi-Modal Multi-Transformer Misogynous Meme Classification FrameworkCode0
Evolutionary Multi-Task Injection Testing on Web Application FirewallsCode0
Surround-View Cameras based Holistic Visual Perception for Automated DrivingCode0
Video-Based Frame-Level Facial Analysis of Affective Behavior on Mobile Devices Using EfficientNets—0
Deep Neural Network for Blind Visual Quality Assessment of 4K Content—0
Deep Estimation of Speckle Statistics Parametric Images—0
Learning to Generate Prompts for Dialogue Generation through Reinforcement Learning—0
An Analysis of Selection Bias Issue for Online Advertising—0
Reconsidering Learning Objectives in Unbiased Recommendation with Unobserved Confounders—0
A Benchmark for Federated Hetero-Task Learning—0
Quantitative Stock Investment by Routing Uncertainty-Aware Trading Experts: A Multi-Task Learning Approach—0
Learning Disentangled Representations for Counterfactual Regression via Mutual Information Minimization—0
RMT-Net: Reject-aware Multi-Task Network for Modeling Missing-not-at-random Data in Financial Credit Scoring—0
Enhancing Relation Extraction via Adversarial Multi-task LearningCode0
Principle of Relevant Information for Graph SparsificationCode0
Compressed Hierarchical Representations for Multi-Task Learning and Task ClusteringCode0
Tackling Multiple Tasks with One Single Learning Framework—0
Automatic Expert Selection for Multi-Scenario and Multi-Task Search—0
Acoustic-to-articulatory Speech Inversion with Multi-task Learning—0
Selective Inference for Sparse Multitask Regression with Applications in Neuroimaging—0
Eliciting and Understanding Cross-Task Skills with Task-Level Mixture-of-ExpertsCode0
Primitive3D: 3D Object Dataset Synthesis from Randomly Assembled Primitives—0
Building a Dialogue Corpus Annotated with Expressed and Experienced EmotionsCode0
ItemSage: Learning Product Embeddings for Shopping Recommendations at Pinterest—0
All Birds with One Stone: Multi-task Text Classification for Efficient Inference with One Forward Pass—0
Multi-task Learning for Gaussian Graphical Regressions with High Dimensional Covariates—0
DELATOR: Money Laundering Detection via Multi-Task Learning on Large Transaction Graphs—0
Improving Multi-Task Generalization via Regularizing Spurious Correlation—0
Let the Model Decide its Curriculum for Multitask Learning—0
Flexible Modeling and Multitask Learning using Differentiable Tree Ensembles—0
Persian Natural Language Inference: A Meta-learning approachCode0
When to Use Multi-Task Learning vs Intermediate Fine-Tuning for Pre-Trained Encoder Transfer LearningCode0
Mitigating Hidden Confounding Effects for Causal Recommendation—0
Multi Task Learning For Zero Shot Performance Prediction of Multilingual Models—0
Towards Unified Prompt Tuning for Few-shot Text Classification—0
An Empirical Study Of Self-supervised Learning Approaches For Object Detection With TransformersCode0
Over-the-Air Federated Multi-Task Learning via Model Sparsification and Turbo Compressed Sensing—0
Scheduled Multi-task Learning for Neural Chat TranslationCode0
ConceptDistil: Model-Agnostic Distillation of Concept Explanations—0
Explaining the Effectiveness of Multi-Task Learning for Efficient Knowledge Extraction from Spine MRI Reports—0
What is Right for Me is Not Yet Right for You: A Dataset for Grounding Relative Directions via Multi-Task LearningCode0
Improving Dual-Microphone Speech Enhancement by Learning Cross-Channel Features with Multi-Head Attention—0
XLTime: A Cross-Lingual Knowledge Transfer Framework for Temporal Expression ExtractionCode0
Variation-cognizant Probabilistic Power Flow Analysis via Multi-task Learning—0
Auxiliary Learning for Named Entity Recognition with Multiple Auxiliary Biomedical Training Data—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