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Research
  1. Queen Mary University of London
  2. Research
  3. Publications

Publications: P Yongxin Yang

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Chen Z, Cai J, Liu P, Yang Y, Zhao S, Li G, Xu K, Niu Y et al. ( 2024 ) . PhenoGemini: Enhancing Molecular Diagnoses of Mendelian Disorders through Identifying Twin Patients with Large Language Models . Conference: ASHG Annual Meeting ( Denver ) from: 05/11/2024 to: 09/11/2024 ,
Zhou K, Yang Y, Qiao Y, Xiang T ( 2023 ) . MixStyle Neural Networks for Domain Generalization and Adaptation . International Journal of Computer Vision vol. 132 , ( 3 ) 822 - 836 .
Yang Y, Hospedales TM ( 2023 ) . An Evaluation of Self-supervised Learning for Portfolio Diversification . Lecture Notes in Computer Science , Springer Nature Switzerland
Yang Y, Hospedales TM ( 2023 ) . On Calibration of Mathematical Finance Models by Hypernetworks . Lecture Notes in Computer Science , Springer Nature Switzerland
Chen X, Li Y, Yang Y ( 2023 ) . Batch-Ensemble Stochastic Neural Networks for Out-of-Distribution Detection . ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) . Conference: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) from: 04/06/2023 to: 10/06/2023 , 1 - 5 .
Das A, Yang Y, Hospedales T, Xiang T, Song YZ ( 2023 ) . CHIRODIFF: MODELLING CHIROGRAPHIC DATA WITH DIFFUSION MODELS . 11th International Conference on Learning Representations Iclr 2023 .
Yang Y, Hospedales TM ( 2023 ) . PARTIAL INDEX TRACKING: A META-LEARNING APPROACH . Proceedings of Machine Learning Research . vol. 232 , 415 - 436 .
Zhou K, Yang Y, Cavallaro A, Xiang T ( 2022 ) . Learning Generalisable Omni-Scale Representations for Person Re-Identification . IEEE Transactions on Pattern Analysis and Machine Intelligence vol. 44 , ( 9 ) 5056 - 5069 .
Dong N, Maggioni M, Yang Y, Pérez-Pellitero E, Leonardis A, McDonagh S ( 2022 ) . Residual Contrastive Learning for Image Reconstruction: Learning Transferable Representations from Noisy Images . Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence . Conference: Thirty-First International Joint Conference on Artificial Intelligence {IJCAI-22} from: 23/07/2022 to: 29/07/2022 , 2930 - 2936 .
Parisot S, Esperanca PM, McDonagh S, Madarasz TJ, Yang Y, Li Z ( 2022 ) . Long-tail Recognition via Compositional Knowledge Transfer . 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) . Conference: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) from: 18/06/2022 to: 24/06/2022 , 6929 - 6938 .
Liu J, Zhao H, Zheng Y, Dong L, Zhao S, Huang Y, Huang S, Qian T et al. ( 2022 ) . DrABC: deep learning accurately predicts germline pathogenic mutation status in breast cancer patients based on phenotype data . Genome Medicine vol. 14 , ( 1 ) Article 21 ,
Chen Z, Zheng Y, Yang Y, Huang Y, Zhao S, Zhao H, Yu C, Dong X et al. ( 2022 ) . PhenoApt leverages clinical expertise to prioritize candidate genes via machine learning . The American Journal of Human Genetics vol. 109 , ( 2 ) 270 - 281 .
Chen X, Yang Y, Li Y ( 2022 ) . AUGMENTED SLICED WASSERSTEIN DISTANCES . Iclr 2022 10th International Conference on Learning Representations .
Gao B, Gouk H, Yang Y, Hospedales T ( 2022 ) . Loss Function Learning for Domain Generalization by Implicit Gradient . Proceedings of Machine Learning Research . vol. 162 , 7002 - 7016 .
Yang Y, Hospedales TM . Mixture of Normalizing Flows for European Option Pricing . SSRN Electronic Journal .
Das A, Yang Y, Hospedales T, Xiang T, Song YZ ( 2022 ) . SKETCHODE: LEARNING NEURAL SKETCH REPRESENTATION IN CONTINUOUS TIME . Iclr 2022 10th International Conference on Learning Representations .
Hu C, Yang Y, Li Y, Hospedales TM, Song YZ ( 2022 ) . Towards Unsupervised Sketch-based Image Retrieval . Bmvc 2022 33rd British Machine Vision Conference Proceedings .
Dong Q, Muhammad A, Zhou F, Xie C, Hu T, Yang Y, Bae SH, Li Z ( 2022 ) . ZooD: Exploiting Model Zoo for Out-of-Distribution Generalization . Advances in Neural Information Processing Systems . vol. 35 ,
Luo L, Gryaditskaya Y, Yang Y, Xiang T, Song Y-Z ( 2021 ) . Fine-Grained VR Sketching: Dataset and Insights . 2021 International Conference on 3D Vision (3DV) . Conference: 2021 International Conference on 3D Vision (3DV) from: 01/12/2021 to: 03/12/2021 , 1003 - 1013 .
Yang H, Wang M, Zhou Y, Yang Y ( 2021 ) . Towards Stochastic Neural Network via Feature Distribution Calibration . 2021 IEEE International Conference on Data Mining (ICDM) . Conference: 2021 IEEE International Conference on Data Mining (ICDM) from: 07/12/2021 to: 10/12/2021 , 1445 - 1450 .
Wei J, Yang Y, Jiang M, Liu J ( 2021 ) . Dynamic multi-period sparse portfolio selection model with asymmetric investors’ sentiments . Expert Systems with Applications vol. 177 , Article 114945 , 114945 - 114945 .
Zheng Y, Yang Y, Chen B ( 2021 ) . Incorporating Prior Financial Domain Knowledge into Neural Networks for Implied Volatility Surface Prediction . Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining . Conference: KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining3968 - 3975 .
Das A, Yang Y, Hospedales T, Xiang T, Song Y-Z ( 2021 ) . Cloud2Curve: Generation and Vectorization of Parametric Sketches . 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) . Conference: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) from: 20/06/2021 to: 25/06/2021 , 7084 - 7093 .
He S, Liao W, Yang MY, Yang Y, Song Y-Z, Rosenhahn B, Xiang T ( 2021 ) . Context-Aware Layout to Image Generation with Enhanced Object Appearance . 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) . Conference: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) from: 20/06/2021 to: 25/06/2021 , 15044 - 15053 .
Bhunia AK, Chowdhury PN, Sain A, Yang Y, Xiang T, Song Y-Z ( 2021 ) . More Photos are All You Need: Semi-Supervised Learning for Fine-Grained Sketch Based Image Retrieval . 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) . Conference: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) from: 20/06/2021 to: 25/06/2021 ,
Sain A, Bhunia AK, Yang Y, Xiang T, Song Y-Z ( 2021 ) . StyleMeUp: Towards Style-Agnostic Sketch-Based Image Retrieval . 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) . Conference: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) from: 20/06/2021 to: 25/06/2021 ,
Bhunia AK, Chowdhury PN, Yang Y, Hospedales TM, Xiang T, Song Y-Z ( 2021 ) . Vectorization and Rasterization: Self-Supervised Learning for Sketch and Handwriting . 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) . Conference: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) from: 20/06/2021 to: 25/06/2021 ,
Yu T, Yang Y, Li D, Hospedales T, Xiang T . Simple and Effective Stochastic Neural Networks . Proceedings of the AAAI Conference on Artificial Intelligence . vol. 35 , 3252 - 3260 .
Gong X, Hu G, Hospedales T, Yang Y ( 2021 ) . Adversarial Robustness of Open-Set Recognition: Face Recognition and Person Re-identification . Lecture Notes in Computer Science , Springer International Publishing
Li D, Yang Y, Song Y-Z, Hospedales T ( 2021 ) . Sequential Learning for Domain Generalization . Lecture Notes in Computer Science , Springer International Publishing
Zhou K, Yang Y, Qiao Y, Xiang T ( 2021 ) . DOMAIN GENERALIZATION WITH MIXSTYLE . Iclr 2021 9th International Conference on Learning Representations .
Zhou K, Yang Y, Qiao Y, Xiang T ( 2021 ) . Domain Adaptive Ensemble Learning . IEEE Transactions on Image Processing vol. 30 , 8008 - 8018 .
Deng Z, Zhou K, Yang Y, Xiang T ( 2021 ) . Domain Attention Consistency for Multi-Source Domain Adaptation . 32nd British Machine Vision Conference Bmvc 2021 .
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 .
Qiang Y, Yang Y, Zhang X, Guo Y, Hospedales T ( 2021 ) . Tensor Composition Net for Visual Relationship Prediction . 32nd British Machine Vision Conference Bmvc 2021 .
Qi A, Gryaditskaya Y, Song J, Yang Y, Qi Y, Hospedales TM, Xiang T, Song Y-Z ( 2021 ) . Toward Fine-Grained Sketch-Based 3D Shape Retrieval . IEEE Transactions on Image Processing vol. 30 , 8595 - 8606 .
Li Y, Hu G, Wang Y, Hospedales T, Robertson NM, Yang Y ( 2020 ) . Differentiable Automatic Data Augmentation . Lecture Notes in Computer Science , Springer International Publishing
Das A, Yang Y, Hospedales T, Xiang T, Song Y-Z ( 2020 ) . BézierSketch: A Generative Model for Scalable Vector Sketches . Lecture Notes in Computer Science , Springer International Publishing
Zhou K, Yang Y, Hospedales T, Xiang T ( 2020 ) . Learning to Generate Novel Domains for Domain Generalization . Lecture Notes in Computer Science , Springer International Publishing
Sain A, Bhunia AK, Yang Y, Xiang T, Song Y-Z ( 2020 ) . Cross-Modal Hierarchical Modelling for Fine-Grained Sketch Based Image Retrieval .
Zhou K, Yang Y, Hospedales T, Xiang T ( 2020 ) . Learning to Generate Novel Domains for Domain Generalization .
Zhang X, Qiang Y, Sung F, Yang Y, Hospedales T ( 2020 ) . RelationNet2: Deep Comparison Network for Few-Shot Learning . 2020 International Joint Conference on Neural Networks (IJCNN) . Conference: 2020 International Joint Conference on Neural Networks (IJCNN) from: 19/07/2020 to: 24/07/2020 , 1 - 8 .
Bhunia AK, Yang Y, Hospedales TM, Xiang T, Song Y-Z ( 2020 ) . Sketch Less for More: On-the-Fly Fine-Grained Sketch-Based Image Retrieval . 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) . Conference: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) from: 13/06/2020 to: 19/06/2020 ,
Pang K, Yang Y, Hospedales TM, Xiang T, Song Y-Z ( 2020 ) . Solving Mixed-Modal Jigsaw Puzzle for Fine-Grained Sketch-Based Image Retrieval . 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) . Conference: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) from: 13/06/2020 to: 19/06/2020 ,
Lu Z, Yang Y, Zhu X, Liu C, Song Y-Z, Xiang T ( 2020 ) . Stochastic Classifiers for Unsupervised Domain Adaptation . 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) . Conference: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) from: 13/06/2020 to: 19/06/2020 ,
Zhao S, Zhang Y, Chen W, Li W, Wang S, Wang L, Zhao Y, Lin M et al. ( 2020 ) . Diagnostic yield and clinical impact of exome sequencing in early-onset scoliosis (EOS) . Journal of Medical Genetics vol. 58 , ( 1 ) 41 - 47 .
Gao B, Yang Y, Gouk H, Hospedales TM ( 2020 ) . Deep Clustering for Domain Adaptation . ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) . Conference: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) from: 04/05/2020 to: 08/05/2020 , 4247 - 4251 .
Gao B, Yang Y, Gouk H, Hospedales TM ( 2020 ) . Deep Clusteringwith Concrete K-Means . ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) . Conference: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) from: 04/05/2020 to: 08/05/2020 , 4252 - 4256 .
Zheng Y, Hospedales TM, Yang Y ( 2020 ) . Diversity and Sparsity: A New Perspective on Index Tracking . ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) . Conference: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) from: 04/05/2020 to: 08/05/2020 , 1768 - 1772 .
Zhou K, Yang Y, Hospedales T, Xiang T ( 2020 ) . Deep Domain-Adversarial Image Generation for Domain Generalisation . Proceedings of the AAAI Conference on Artificial Intelligence vol. 34 , ( 07 ) 13025 - 13032 .
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 .
Li D, Yang Y, Song Y-Z, Hospedales T ( 2020 ) . Sequential Learning for Domain Generalization .
Zhou K, Yang Y, Hospedales T, Xiang T ( 2020 ) . Deep Domain-Adversarial Image Generation for Domain Generalisation .
Li Y, Hu G, Wang Y, Hospedales T, Robertson NM, Yang Y ( 2020 ) . DADA: Differentiable Automatic Data Augmentation .
Bhunia AK, Yang Y, Hospedales TM, Xiang T, Song Y-Z ( 2020 ) . Sketch Less for More: On-the-Fly Fine-Grained Sketch Based Image Retrieval .
Zhang J, Du J, Yang Y, Song YZ, Wei S, Dai L ( 2020 ) . A tree-structured decoder for image-To-markup generation . 37th International Conference on Machine Learning Icml 2020 . vol. PartF168147-15 , 11010 - 11019 .
Sain A, Bhunia AK, Yang Y, Xiang T, Song YZ ( 2020 ) . Cross-Modal Hierarchical Modelling for Fine-Grained Sketch Based Image Retrieval . 31st British Machine Vision Conference Bmvc 2020 .
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 ,
Zheng Y, Chen B, Hospedales TM, Yang Y ( 2019 ) . Index Tracking with Cardinality Constraints: A Stochastic Neural Networks Approach .
Li D, Yang Y, Song Y-Z, Hospedales TM ( 2017 ) . Learning to Generalize: Meta-Learning for Domain Generalization .
Yang Y, Zheng Y, Hospedales TM ( 2017 ) . Gated Neural Networks for Option Pricing: Rationality by Design . AAAI . 52 - 58 .
Sung F, Yang Y, Zhang L, Xiang T, Torr PHS, Hospedales TM ( 2017 ) . Learning to Compare: Relation Network for Few-Shot Learning . CoRR vol. abs/1711.06025 ,
Li D, Yang Y, Song Y-Z, Hospedales TM ( 2017 ) . Learning to Generalize: Meta-Learning for Domain Generalization . CoRR vol. abs/1710.03463 ,
Yang Y, Zheng Y, Hospedales TM ( 2016 ) . Gated Neural Networks for Option Pricing: Rationality by Design .
Yang Y, Hospedales TM ( 2016 ) . Deep Multi-task Representation Learning: A Tensor Factorisation Approach . CoRR vol. abs/1605.06391 ,
Yang Y, Hospedales TM ( 2016 ) . Multivariate Regression on the Grassmannian for Predicting Novel Domains . CVPR . 5071 - 5080 .
Yang Y, Hospedales TM ( 2016 ) . Trace Norm Regularised Deep Multi-Task Learning . CoRR vol. abs/1606.04038 ,
Yang Y, Hospedales TM ( 2015 ) . A Unified Perspective on Multi-Domain and Multi-Task Learning . ICLR (Poster)
Yang Y, Hospedales TM . Partial Index Tracking: A Meta-Learning Approach .
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