RKHS-SHAP: Shapley Values for Kernel Methods SL Chau, R Hu, J Gonzalez, D Sejdinovic 2022 Conference on Neural Information Processing Systems, 2022 | 17 | 2022 |
Kernel-based graph learning from smooth signals: A functional viewpoint X Pu, SL Chau, X Dong, D Sejdinovic IEEE Transactions on Signal and Information Processing over Networks 7, 192-207, 2021 | 17 | 2021 |
BayesIMP: Uncertainty Quantification for Causal Data Fusion SL Chau, JF Ton, J González, YW Teh, D Sejdinovic Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS 2021), 2021 | 16 | 2021 |
Deconditional Downscaling with Gaussian Processes SL Chau, S Bouabid, D Sejdinovic Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS 2021), 2021 | 15 | 2021 |
Learning Inconsistent Preferences with Gaussian Processes SL Chau, J González, D Sejdinovic AISTATS 2022, 2022 | 9* | 2022 |
Spectral ranking with covariates SL Chau, M Cucuringu, D Sejdinovic European Conference on Machine Learning and Principles and Practice of …, 2022 | 8 | 2022 |
Explaining Preferences with Shapley Values H Robert, SL Chau, JF Huertas, D Sejdinovic 2022 Conference on Neural Information Processing Systems, 2022 | 6* | 2022 |
Looping in the Human: Collaborative and Explainable Bayesian Optimization M Adachi, B Planden, DA Howey, K Maundet, MA Osborne, SL Chau 27th International Conference on Artificial Intelligence and Statistics, 2024 | 4 | 2024 |
Explaining the Uncertain: Stochastic Shapley Values for Gaussian Process Models SL Chau, K Muandet, D Sejdinovic Advances in Neural Information Processing Systems 36, 2024 | 4 | 2024 |
Gated Domain Units for Multi-source Domain Generalization S Föll, A Dubatovka, E Ernst, SL Chau, M Maritsch, P Okanovic, G Thäter, ... Transactions on Machine Learning Research, 2022 | 2 | 2022 |
Giga-scale Kernel Matrix Vector Multiplication on GPU R Hu, SL Chau, D Sejdinovic, JA Glaunès 2022 Conference on Neural Information Processing Systems, 2022 | 1 | 2022 |
Domain Generalisation via Imprecise Learning A Singh, SL Chau, S Bouabid, K Muandet arXiv preprint arXiv:2404.04669, 2024 | | 2024 |
Causal Strategic Learning with Competitive Selection KQH Vo, M Aadil, SL Chau, K Muandet The 38th Annual AAAI Conference on Artificial Intelligence, 2024 | | 2024 |
Towards Trustworthy Machine Learning with Kernels SL Chau University of Oxford, 2023 | | 2023 |