Publications
2025
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Simulation-based inference with diffusion models for spatial statistics Workshop at the 7th Symposium on Advances in Approximate Bayesian Inference (2025)2025 Gaussian Process (GP) priors are widely used in spatial statistical models but suffer from cubic computational complexity in Markov Chain Monte Carlo (MCMC), limiting scalability. … PDF Code -
Constructing Q-Ideals for Boolean Semiring Partitioning Using Seeds Mathematics 13:8 (2025), 12502025 Semiring partitioning is widely used in mathematics, computer science, and data analysis. The purpose of this paper is to add to the theory of semirings by proposing a novel method … DOI PDF -
Artificial intelligence for modelling infectious disease epidemics Nature 638, 623-635 (2025)2025 Infectious disease threats to individual and public health are numerous, varied and frequently unexpected. Artificial intelligence (AI) and related technologies, which are already … DOI PDF -
Primitive hyperideals and hyperstructure spaces of hyper rings Categories and General Algebraic Structures with Applications 22:1 (2025), 157-173.2025 We introduce primitive hyperideals of a hyperring R and show how they are related to R itself, and to maximal and prime hyperideals of R. We endow a Jacobson topology on the set of … DOI PDF