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 1251–1300 of 3687 papers

TitleStatusHype
Enhancing Crisis-Related Tweet Classification with Entity-Masked Language Modeling and Multi-Task LearningCode0
A Joint Many-Task Model: Growing a Neural Network for Multiple NLP TasksCode0
Context-aware Multi-task Learning for Pedestrian Intent and Trajectory PredictionCode0
MoRE: A Mixture of Low-Rank Experts for Adaptive Multi-Task LearningCode0
CasCIFF: A Cross-Domain Information Fusion Framework Tailored for Cascade Prediction in Social NetworksCode0
Enhancing Criminal Case Matching through Diverse Legal FactorsCode0
Cascading Hierarchical Networks with Multi-task Balanced Loss for Fine-grained hashingCode0
Generalization Tower Network: A Novel Deep Neural Network Architecture for Multi-Task LearningCode0
Hierarchical Multi-task learning framework for Isometric-Speech Language TranslationCode0
Out-of-Scope Domain and Intent Classification through Hierarchical Joint ModelingCode0
Continual and Multi-Task Architecture SearchCode0
HeroNet: A Hybrid Retrieval-Generation Network for Conversational BotsCode0
Cardiac Complication Risk Profiling for Cancer Survivors via Multi-View Multi-Task LearningCode0
Helping Visually Impaired People Take Better Quality PicturesCode0
Helping the Weak Makes You Strong: Simple Multi-Task Learning Improves Non-Autoregressive TranslatorsCode0
HalluciNet-ing Spatiotemporal Representations Using a 2D-CNNCode0
Happy Are Those Who Grade without Seeing: A Multi-Task Learning Approach to Grade Essays Using Gaze BehaviourCode0
GYM at Qur’an QA 2023 Shared Task: Multi-Task Transfer Learning for Quranic Passage Retrieval and Question Answering with Large Language ModelsCode0
H2H: Heterogeneous Model to Heterogeneous System Mapping with Computation and Communication AwarenessCode0
Implicit Geometry and Interaction Embeddings Improve Few-Shot Molecular Property PredictionCode0
An Efficient End-to-End Approach to Noise Invariant Speech Features via Multi-Task LearningCode0
End-to-end Multi-Modal Multi-Task Vehicle Control for Self-Driving Cars with Visual PerceptionCode0
Can Demographic Factors Improve Text Classification? Revisiting Demographic Adaptation in the Age of TransformersCode0
Group Buying Recommendation Model Based on Multi-task LearningCode0
End-to-end Multimodal Emotion and Gender Recognition with Dynamic Joint Loss WeightsCode0
MTRec: Multi-Task Learning over BERT for News RecommendationCode0
Graph Neural Networks for Surfactant Multi-Property PredictionCode0
Graph-Induced Syntactic-Semantic Spaces in Transformer-Based Variational AutoEncodersCode0
Graph Star Net for Generalized Multi-Task LearningCode0
CALM: Consensus-Aware Localized Merging for Multi-Task LearningCode0
Graph-based Knowledge Distillation by Multi-head Attention NetworkCode0
Byzantine Resilient Distributed Multi-Task LearningCode0
GradCraft: Elevating Multi-task Recommendations through Holistic Gradient CraftingCode0
Learning Interpretable Microscopic Features of Tumor by Multi-task Adversarial CNNs To Improve GeneralizationCode0
Learning a Repression Network for Precise Vehicle SearchCode0
Multiple Instance Learning with Auxiliary Task Weighting for Multiple Myeloma ClassificationCode0
Multilingual Hierarchical Attention Networks for Document ClassificationCode0
Employing the Correspondence of Relations and Connectives to Identify Implicit Discourse Relations via Label Embeddings—0
Emotion Recognition with Incomplete Labels Using Modified Multi-task Learning Technique—0
Building a Multivariate Time Series Benchmarking Datasets Inspired by Natural Language Processing (NLP)—0
An Attention-Driven Approach of No-Reference Image Quality Assessment—0
Emotion Detection and Classification in a Multigenre Corpus with Joint Multi-Task Deep Learning—0
BS-PLCNet: Band-split Packet Loss Concealment Network with Multi-task Learning Framework and Multi-discriminators—0
Aerodynamic Data Predictions Based on Multi-task Learning—0
Emerging Relation Network and Task Embedding for Multi-Task Regression Problems—0
Bringing Semantic Structures to User Intent Detection in Online Medical Queries—0
Embracing the Disharmony in Medical Imaging: A Simple and Effective Framework for Domain Adaptation—0
Embedding Time Differences in Context-sensitive Neural Networks for Learning Time to Event—0
Brighten-and-Colorize: A Decoupled Network for Customized Low-Light Image Enhancement—0
Anatomy-Aware Lymph Node Detection in Chest CT using Implicit Station Stratification—0
Show:102550
← PrevPage 26 of 74Next →
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