Julien Martinelli

Research Fellow
Research Fellow
T313 Dept. Computer Science
Full researcher profile
https://research.aalto.fi/...
Puhelinnumero
+358505253833

Tutkimusryhmät

  • Professorship Lähdesmäki Harri, Research Fellow

Julkaisut

Robust and Computation-Aware Gaussian Processes : Robust and Computation-Aware Gaussian Processes

Marshal Sinaga, Julien Martinelli, Samuel Kaski 2025 The Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025)

Proxy-informed Bayesian transfer learning with unknown sources

Sabina J. Sloman, Julien Martinelli, Samuel Kaski 2025 Proceedings of Machine Learning Research

PABBO: Preferential Amortized Black-Box Optimization

Xinyu Zhang, Daolang Huang, Samuel Kaski, Julien Martinelli 2025 13th International Conference on Learning Representations, ICLR 2025

Learning relevant contextual variables within Bayesian optimization

Julien Martinelli, Ayush Bharti, Armi Tiihonen, S. T. John, Louis Filstroff, Sabina J. Sloman, Patrick Rinke, Samuel Kaski 2024 Proceedings of the Fortieth Conference on Uncertainty in Artificial Intelligence

Bayesian Active Learning in the Presence of Nuisance Parameters

Sabina J. Sloman, Ayush Bharti, Julien Martinelli, Samuel Kaski 2024 Proceedings of the Fortieth Conference on Uncertainty in Artificial Intelligence

Challenges in interpretability of additive models

Xinyu Zhang, Julien Martinelli, Ti John 2024

Multi-Fidelity Bayesian Optimization with Unreliable Information Sources

Petrus Mikkola, Julien Martinelli, Louis Filstroff, Samuel Kaski 2023 Proceedings of the 26th International Conference on Artificial Intelligence and Statistics

Reactmine: a search algorithm for inferring chemical reaction networks from time series data

Julien Martinelli, François Fages, Sylvain Soliman, Jeremy Grignard, Annabelle Ballesta 2022 arXiv.org