A Critical Look at Power Sampling when Test Time Sharpening LLMs
arXiv preprint
Sequential Monte Carlo
Tempered Guided Diffusion
NeurIPS 2026 (to appear)
Scalable Model-Based Clustering with Sequential Monte Carlo
The 29th International Conference on Artificial Intelligence and Statistics (AISTATS)
Sequential Estimation of Temporally Evolving Latent Space Network Models
Computational Statistics and Data Analysis
Particle approximations of the score and observed information matrix for parameter estimation in state–space models with linear computational cost
Journal of Computational and Graphical Statistics
Parameter estimation for state space models using sequential Monte Carlo algorithms
PhD Thesis
Sequential Monte Carlo methods for state and parameter estimation in abruptly changing environments
IEEE Transactions on Signal Processing