Publications and Ongoing Works

Publications

• Mauri, L. and Dunson, D. B. (2026) Inference on covariance structure in high-dimensional multiview data. Biometrika 113 (3), asag038 [article] [arXiv].

• Mauri, L. and Dunson, D. B. (2025) Factor pre-training in Bayesian multivariate logistic models. Biometrika 112 (4), asaf056 [article] [arXiv].

• Mauri, L. and Zanella, G. (2024) Robust approximate sampling via stochastic gradient Barker dynamics. International Conference on Artificial Intelligence and Statistics (AISTATS), Oral Presentation (2% of submissions) [pdf].

Preprints and submitted work

• Mauri, L. (2026+) Empirical-Bayes spectral partial pooling across related tasks. Submitted [arXiv].

• Mauri, L., Johnson, M., Gleich, S., Skomsky, D., Liaw, A., and Ferrari, F. (2026+) Bayesian modeling of predictive stability under generalized Arrhenius non-linear kinetics. Available upon request.

• Mauri, L. and Dunson, D. B. (2026+) Overfitted high-dimensional matrix factorizations via adaptive spectral shrinkage. Submitted [arXiv].

• Mauri, L.°, Stolf, F.°, Herring, A. H., Miller, C., and Dunson, D. B. (2026+) Pathway-based Bayesian factor model for omics data. Under invided revision at Journal of the American Statistical Association [arXiv].

• Mauri, L., Anceschi, N., and Dunson, D. B. (2025+) Spectral decomposition-assisted multi-study factor analysis. Submitted [arXiv].

Ongoing Projects

• Mauri, L. and Dunson, D. B. (2026+) Similarity-based learning of predictive low-dimensional representation. In preparation (expected submission: Oct ‘26).

• Mauri, L., Chen, J., and Dunson, D. B. (2026+) Bayesian decoupling for sparse graphical models. In preparation.

• Mauri, L. (2026+) AI-driven inference on gene-gene dependence. In preparation.

• Mauri, L., Tikhonov, G., Scherting, B., Roslin, T., Dunson, D. B., and Ovaskainen, O. (2026+) Stepping up to the task: an evaluation of the scalability of species distribution models. In preparation.

• Mauri, L.°, Stolf, F.°, Herring, A. H., Rubach, M. P., and Dunson, D. B. (2026+) Interpretable cancer subtype discovery via biologically structured clustering. In preparation.

° denotes equal contribution