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 1601–1650 of 3687 papers

TitleStatusHype
Joint Entity and Relation Extraction for Legal Documents with Legal Feature Enhancement—0
Joint Emotion Analysis via Multi-task Gaussian Processes—0
Deep Octonion Networks—0
A Unified Perspective on Multi-Domain and Multi-Task Learning—0
Joint enhancement of automatic chest X-ray diagnosis and radiological gaze prediction with multi-stage cooperative learning—0
Deep Nonlinear Hyperspectral Unmixing Using Multi-task Learning—0
Joint auto-encoders: a flexible multi-task learning framework—0
Joint autoencoders: a flexible meta-learning framework—0
Deep Neural Network for Blind Visual Quality Assessment of 4K Content—0
Jointly Modeling Hierarchical and Horizontal Features for Relational Triple Extraction—0
Joint Air Quality and Weather Prediction Based on Multi-Adversarial Spatiotemporal Networks—0
DeepNAT: Deep Convolutional Neural Network for Segmenting Neuroanatomy—0
Deep Mutual Learning across Task Towers for Effective Multi-Task Recommender Learning—0
A Unified Multi-Task Learning Framework of Real-Time Drone Supervision for Crowd Counting—0
A Dirty Model for Multi-task Learning—0
A Collaborative Computer Aided Diagnosis (C-CAD) System with Eye-Tracking, Sparse Attentional Model, and Deep Learning—0
3D Object Visibility Prediction in Autonomous Driving—0
基于多任务学习的生成式阅读理解(Generative Reading Comprehension 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
Joint Learning On The Hierarchy Representation for Fine-Grained Human Action Recognition—0
Deep Multi-task Prediction of Lung Cancer and Cancer-free Progression from Censored Heterogenous Clinical Imaging—0
Jointly Identifying Rhetoric and Implicit Emotions via Multi-Task Learning—0
Jointly Learning Clinical Entities and Relations with Contextual Language Models and Explicit Context—0
Jointly learning heterogeneous features for rgb-d activity recognition—0
A Unified Multi-Task Learning Architecture for Hate Detection Leveraging User-Based Information—0
Joint Modelling of Emotion and Abusive Language Detection—0
Jacobian Descent for Multi-Objective Optimization—0
Deep Multi-task Multi-label CNN for Effective Facial Attribute Classification—0
"It's a Match!" -- A Benchmark of Task Affinity Scores for Joint Learning—0
Iterative Collaboration Network Guided By Reconstruction Prior for Medical Image Super-Resolution—0
Deep Multi-Task Models for Misogyny Identification and Categorization on Arabic Social Media—0
A Unified Multi-task Adversarial Learning Framework for Pharmacovigilance Mining—0
A Multi-task Event and Argument Trigger Detection in Hindi using POS Tagging as an Auxiliary Task—0
Joint quantile regression in vector-valued RKHSs—0
ItemSage: Learning Product Embeddings for Shopping Recommendations at Pinterest—0
Joint Scheduling of Causal Prompts and Tasks for Multi-Task Learning—0
ISS-MULT: Intelligent Sample Selection for Multi-Task Learning in Question Answering—0
Joint Sensing and Semantic Communications with Multi-Task Deep Learning—0
Deep Multi-Task Model for Sarcasm Detection and Sentiment Analysis in Arabic Language—0
Joint Surgical Gesture and Task Classification with Multi-Task and Multimodal Learning—0
Is Multi-Task Learning an Upper Bound for Continual Learning?—0
Joint tone mapping and denoising of thermal infrared images via multi-scale Retinex and multi-task learning—0
Deep Multi-Task Learning with Shared Memory for Text Classification—0
ISAM-MTL: Cross-subject multi-task learning model with identifiable spikes and associative memory networks—0
Deep Multi-Task Learning with Shared Memory—0
IQFM A Wireless Foundational Model for I/Q Streams in AI-Native 6G—0
iPINNs: Incremental learning for Physics-informed neural networks—0
Deep multi-task learning with low level tasks supervised at lower layers—0
A Unified Framework for Structured Low-rank Matrix Learning—0
A multi-task deep learning model for the classification of Age-related Macular Degeneration—0
Show:102550
← PrevPage 33 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