Publications

2026

1. Asymptotically Log-Optimal Bayes-Assisted Confidence Sequences for Bounded Means

   Valentin Kilian^*, Stefano Cortinovis^*, and François Caron

   NeurIPS, 2026
2. Prediction-Powered Active Testing

   Kianoosh Ashouritaklimi, Valentin Kilian, Daolang Huang, Tom Rainforth, and François Caron

   NeurIPS, 2026
3. Confidence sequences with informative, bounded-influence priors

   Stefano Cortinovis^*, Valentin Kilian^*, and François Caron

   Electron. J. Statist., 2026

   DOI Code
4. A Generative Model for Extremely Sparse Edge-Exchangeable Networks

   Valentin Kilian

   SPIGM@ICML, 2026

   Code

2025

1. Anytime-valid, Bayes-assisted, Prediction-Powered Inference

   Valentin Kilian, Stefano Cortinovis, and Francois Caron

   In Advances in Neural Information Processing Systems, 2025

   DOI Code
2. Rapidly Varying Completely Random Measures for Modeling Extremely Sparse Networks

   Valentin Kilian, Benjamin Guedj, and François Caron

   arXiv preprint arXiv:2505.13206, 2025

   Code

2024

1. Enhancing the Power of Gaussian Graphical Model Inference by Modeling the Graph Structure

   Valentin Kilian, Tabea Rebafka, and Fanny Villers

   arXiv preprint arXiv:2402.19021, 2024

   Code