Publications

Wasserstein Convergence of Critically Damped Langevin Diffusions [paper] [code]
Strasman, S., Surendran, S., Boyer, C., Le Corff, S., Lemaire, V., & Ocello, A. (2025)
Advances in Neural Information Processing Systems 39 (NeurIPS 2025)

Theoretical Convergence Guarantees for Variational Autoencoders [paper] [code]
Surendran, S., Godichon-Baggioni, A., & Le Corff S. (2025)
International Conference on Artificial Intelligence and Statistics 28 (AISTATS 2025)

Non-asymptotic Analysis of Biased Adaptive Stochastic Approximation [paper] [code]
Surendran, S., Godichon-Baggioni, A., Fermanian, A., & Le Corff S. (2024)
Advances in Neural Information Processing Systems 38 (NeurIPS 2024)

A penalized criterion for selecting the number of clusters for K-medians [paper] [code]
Godichon-Baggioni, A. and Surendran, S. (2024)
Journal of Computational and Graphical Statistics