Personer

Julien Martinelli

Academy Research Fellow

T313 Dept. Computer Science

Full researcher profile

https://research.aalto.fi/...

E-post

julien.martinelli@aalto.fi

Telefonnummer

+358505253833

Forskningsgrupp

Professorship Lähdesmäki Harri, Academy Research Fellow

Publikationer

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