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Research

Publications: Dr Yongxin Yang

Yang Y, Hospedales TM ( 2023 ) . An Evaluation of Self-supervised Learning for Portfolio Diversification . Artificial Neural Networks and Machine Learning – ICANN 2023 , vol. 14256 , Springer Nature
Yang Y, Hospedales TM ( 2023 ) . On Calibration of Mathematical Finance Models by Hypernetworks . Machine Learning and Knowledge Discovery in Databases: Applied Data Science and Demo Track , vol. 14174 , Springer Nature
Yang Y, Hospedales TM ( 2023 ) . Mixture of Normalizing Flows for European Option Pricing . Proceedings of Machine Learning Research . vol. 216 , 2390 - 2399 .
Yang H, Wang M, Zhou Y, Yang Y ( 2021 ) . Towards Stochastic Neural Network via Feature Distribution Calibration . Conference: 2021 IEEE International Conference on Data Mining (ICDM) vol. 00 , 1445 - 1450 .
Bohdal O, Yang Y, Hospedales T ( 2021 ) . EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization . Advances in Neural Information Processing Systems . vol. 27 , 22234 - 22246 .
Zheng Y, Chen B, Hospedales TM, Yang Y ( 2020 ) . Index Tracking with Cardinality Constraints: A Stochastic Neural Networks Approach . Proceedings of the AAAI Conference on Artificial Intelligence vol. 34 , ( 01 ) 1242 - 1249 .
Zhou W, Li Y, Yang Y, Wang H, Hospedales TM ( 2020 ) . Online meta-critic learning for off-policy actor-critic methods . Advances in Neural Information Processing Systems . vol. 2020-December ,
Yang Y, Hospedales TM ( 2019 ) . Deep multi-task representation learning: A tensor factorisation approach . 5th International Conference on Learning Representations, ICLR 2017 - Conference Track Proceedings
Yang Y, Hospedales TM ( 2019 ) . Trace norm regularised deep multi-task learning . 5th International Conference on Learning Representations, ICLR 2017 - Workshop Track Proceedings
Sung F, Yang Y, Zhang L, Xiang T, Torr PHS, Hospedales TM ( 2018 ) . Learning to Compare: Relation Network for Few-Shot Learning . 1199 - 1208 .
Li D, Yang Y, Song YZ, Hospedales TM ( 2018 ) . Learning to generalize: Meta-learning for domain generalization . 32nd AAAI Conference on Artificial Intelligence, AAAI 20183490 - 3497 .
Yang Y, Zheng Y, Hospedales TM ( 2017 ) . Gated neural networks for option pricing: Rationality by design . 31st AAAI Conference on Artificial Intelligence, AAAI 2017 . 52 - 58 .
Yang Y, Hospedales TM ( 2016 ) . Multivariate Regression on the Grassmannian for Predicting Novel Domains . Conference: 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)5071 - 5080 .
Yang Y, Hospedales TM ( 2015 ) . A unified perspective on multi-domain and multi-task learning . 3rd International Conference on Learning Representations, ICLR 2015 - Conference Track Proceedings