Many Task Learning with Task Routing (original) (raw)
Related papers
Design Perspectives of Multitask Deep Learning Models and Applications
arXiv (Cornell University), 2022
Exploiting Unrelated Tasks in Multi-Task Learning
2012
A comparison of loss weighting strategies for multi-task learning in deep neural networks
IEEE Access
Efficient and Scalable Multi-Task Regression on Massive Number of Tasks
Proceedings of the AAAI Conference on Artificial Intelligence
Deep multi-task learning with low level tasks supervised at lower layers
Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), 2016
Multi-stage multi-task feature learning
Journal of Machine Learning Research, 2013
Task Grouping for Automated Multi-Task Machine Learning via Task Affinity Prediction
arXiv (Cornell University), 2023
SLAW: Scaled Loss Approximate Weighting for Efficient Multi-Task Learning
ArXiv, 2021
Learning Multiple Tasks with Deep Relationship Networks
ArXiv, 2015
Large Dimensional Analysis and Improvement of Multi Task Learning
Cornell University - arXiv, 2020
Adaptive weight assignment scheme for multi-task learning
IAES International Journal of Artificial Intelligence (IJ-AI), 2022
ArXiv, 2020
Learning Multiple Tasks with Multilinear Relationship Networks
2017
Learning Task Relatedness in Multi-Task Learning for Images in Context
Proceedings of the 2019 on International Conference on Multimedia Retrieval - ICMR '19, 2019
Routing Networks: Adaptive Selection of Non-linear Functions for Multi-Task Learning
ArXiv, 2018
Heterogeneous Multi-task Semantic Feature Learning for Classification
Proceedings of the 24th ACM International on Conference on Information and Knowledge Management, 2015
Deep Convolutional Neural Networks for Multi-Instance Multi-Task Learning
Disjoint Multi-task Learning Between Heterogeneous Human-Centric Tasks
2018
Association Graph Learning for Multi-Task Classification with Category Shifts
arXiv (Cornell University), 2022
MALSAR: Multi-tAsk Learning via StructurAl Regularization
2012
Asymmetric Multi-Task Learning with Local Transference
ACM Transactions on Knowledge Discovery from Data, 2022
Variational Multi-Task Learning with Gumbel-Softmax Priors
Cornell University - arXiv, 2021
Learning multiple tasks with kernel methods
Journal of Machine Learning Research, 2006
Empirical evaluation of multi-task learning in deep neural networks for natural language processing
Neural Computing and Applications, 2020
Learning with Whom to Share in Multi-task Feature Learning
2011
Clustered Multi-Task Learning Via Alternating Structure Optimization
Advances in neural information processing systems, 2011
Regularizing Deep Multi-Task Networks using Orthogonal Gradients
ArXiv, 2019
Multi-task Learning by Maximizing Statistical Dependence
2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2018
1998
OmniNet: A unified architecture for multi-modal multi-task learning
2019
Shared Structure Learning for Multiple Tasks with Multiple Views
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2013), 2013
Multi-task Multi-view Learning for Heterogeneous Tasks
A Divide-and-Conquer Method for Scalable Robust Multitask Learning
IEEE Transactions on Neural Networks and Learning Systems, 2015
IEEE Access