Julien Martinelli
Academy Research Fellow
Academy Research Fellow
T313 Dept. Computer Science
Full researcher profile
https://research.aalto.fi/...
Phone number
+358505253833
Research groups
- Professorship Lähdesmäki Harri, Academy Research Fellow
Publications
Data-driven discovery of digital twins in biomedical research
Clémence Métayer, Annabelle Ballesta, Julien Martinelli
2026
Briefings in Bioinformatics
Robust and Computation-Aware Gaussian Processes
Marshal Sinaga, Julien Martinelli, Samuel Kaski
2026
39th Conference on Neural Information Processing Systems (NeurIPS 2025)
In-Context Learning for Latent Space Bayesian Optimization
Tuan A. Vu, Harri Lähdesmäki, Julien Martinelli
2026
Time-Aware Latent Space Bayesian Optimization
Tuan A. Vu, Julien Martinelli, Harri Lähdesmäki
2026
Position : Biology is the Challenge Physics-Informed ML Needs to Evolve
Julien Martinelli
2025
39th 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