Research output per year
Research output per year
Personal profile
Fields of Science
- 113 Computer and information sciences
- Machine learning
- Probabilistic modeling
- Computational cognitive science
- 112 Statistics and probability
- Bayesian inference
International and National Collaboration
Publications and projects within past five years.
-
Amortized Probabilistic Conditioning for Optimization, Simulation and Inference
Chang, P., Satrio, N. R. B., Huang, D., Remes, U., Kaski, S. & Acerbi, L., 2025, The 28th International Conference on Artificial Intelligence and Statistics (AISTATS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
-
Amortized Bayesian Experimental Design for Decision-Making
Huang, D., Guo, Y., Acerbi, L. & Kaski, S., Dec 2024, Advances in Neural Information Processing Systems 37 (NeurIPS 2024). Curran Associates Inc., (Advances in Neural Information Processing Systems 37 (NeurIPS); vol. 37).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile -
Amortized Bayesian Workflow (Extended Abstract)
Schmitt, M., Li, C., Vehtari, A., Acerbi, L., Bürkner, P.-C. & Radev, S., Dec 2024.Research output: Conference materials › Paper › peer-review
Open Access -
Amortized Decision-Aware Bayesian Experimental Design
Huang, D., Guo, Y., Acerbi, L. & Kaski, S., Dec 2024.Research output: Conference materials › Paper › peer-review
Open AccessFile -
Improving robustness to corruptions with multiplicative weight perturbations
Trinh, T. Q., Heinonen, M., Acerbi, L. & Kaski, S., Dec 2024, Advances in Neural Information Processing Systems 37 (NeurIPS 2024). Curran Associates Inc., (Advances in Neural Information Processing Systems; vol. 37).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile
Projects
- 2 Active
-
Extreme sample efficiency in Bayesian inference (BayesXtreme)
Acerbi, L. (Project manager), Li, C. (Participant), Li, H. (Participant) & Silvestrin, F. (Participant)
01/01/2024 → 31/12/2026
Project: Research Council of Finland: Targeted Academy Project
-
WiseBayes: Resource-wise and trustworthy Bayesian machine learning
Acerbi, L. (Project manager), Jørgensen, M. (Participant) & Yeom Song, V. M. (Participant)
01/09/2023 → 31/08/2027
Project: Research Council of Finland: Academy Project
Prizes
Activities
-
NORDSTAT 2023 (Gothenburg, Sweden) - Invited talk
Acerbi, L. (Speaker)
20 Jun 2023Activity: Talk or presentation types › Invited talk
-
brAIn @ ThinkCorner - Public talk
Acerbi, L. (Speaker)
16 Mar 2023Activity: Talk or presentation types › Invited talk
-
TEX 2023 @ SISSA (Trieste, Italy) - Invited talk
Acerbi, L. (Speaker)
4 Jul 2023 → 6 Jul 2023Activity: Talk or presentation types › Invited talk
-
BSc Thesis Supervision (Julia Perathoner - Erasmus - Univ. Trento, Italy)
Acerbi, L. (Supervisor) & Clarté, G. C. (Co-supervisor)
Jan 2023 → Jun 2023Activity: Examination types › Supervision of other thesis (Master's, Licentiate)
-
Cosyne 2022 workshop (Cascais, Portugal) - Invited talk
Acerbi, L. (Speaker)
22 Mar 2022Activity: Talk or presentation types › Invited talk