Dr Yongchao Huang

About

Email Addressyongchao.huang@abdn.ac.ukSchool/DepartmentSchool of Natural and Computing Sciences ResearchGateGoogle ScholarLinkedinPurePersonal Website Biography 2013-2017, DPhil Engineering Science (Oxford) 2016-2017, MLRG (Oxford), Bayesian/Markovian 2017-2019, Senior Data Scientist in Actuarial industry (UK), machine learning/data science 2019-2022, Postdoc in CS (Oxford), machine learning/reinforcement learning/Gaussian process/MCMC 2022-, Visiting lecturer in CS (Westminster), student supervision 2022-2023, Senior Research Associate in MLG/CBL (Cambridge), probabilistic machine learning 2023-2024, collaborator, MLG/CBL (Cambridge) 2024-2026, early career academics panel, CSIC Engineering department (Cambridge) 2023-, Lecturer/Assistant Professor in CS (Aberdeen), machine learning I did

Education

• DPhil Engineering Science 2017 - University of Oxford

Selected publications

• Cache Coherent Resampling for Efficient Test Time Scaling in LLM Reasoning via Adaptive Sequential Monte Carlo 2026 - Accepted/In pressWang, K., Yu, Z., Wang, L., Huang, Y. Contributions to Journals: Conference Articles[ONLINE] Conference website
• [ONLINE] Conference website
• Sampling via Gaussian Mixture Approximations 2026 - Accepted/In pressHuang, Y. 18th World Meeting of the International Society for Bayesian AnalysisContributions to Conferences: Posters
• VJEPA: Variational Joint Embedding Predictive Architectures as Probabilistic World Models 2026 - Accepted/In pressHuang, Y. Contributions to Journals: Conference Articles[ONLINE] Conference website
• [ONLINE] Conference website
• Training data membership inference via Gaussian process meta-modeling: a post-hoc analysis approach 2025 - PublishedHuang, Y., Zhang, P., Mumtaz, S. Working Papers: Preprint Papers[OPEN ACCESS] https://abdn.elsevierpure.com/ws/files/316896379/2510.21846v1.pdf
• [OPEN ACCESS] https://abdn.elsevierpure.com/ws/files/316896379/2510.21846v1.pdf
• Bayesian Inference and Neural Estimation of Acoustic Wave Propagation 2025 - PublishedHuang, Y., He, Y., Ge, H. Contributions to Conferences: Oral Presentations[ONLINE] https://drive.google.com/file/d/1aCJH5paxTKPFwntbrcjexV8Ou2enancd/view?usp=sharing[ONLINE] DOI: https://doi.org/10.48550/arXiv.2305.17749
• [ONLINE] https://drive.google.com/file/d/1aCJH5paxTKPFwntbrcjexV8Ou2enancd/view?usp=sharing
• [ONLINE] DOI: https://doi.org/10.48550/arXiv.2305.17749