Paper 'ALINE: Joint Amortization for Bayesian Inference and Active Data Acquisition' accepted as Spotlight (Top 3.2%) at NeurIPS 2025
Paper 'PABBO: Preferential Amortized Black-Box Optimization' accepted as Spotlight (Top 5.1%) at ICLR 2025
Two papers accepted at AISTATS 2025: 'Amortized Probabilistic Conditioning for Optimization, Simulation and Inference' and 'Cost-aware Simulation-based Inference'
Paper 'Amortized Bayesian experimental design for decision-making' accepted at NeurIPS 2024
Two papers accepted at NeurIPS 2023: 'Learning robust statistics for simulation-based inference under model misspecification' and 'Practical Equivariances via Relational Conditional Neural Processes'
Paper 'Augmenting Bayesian Optimization with Preference based Expert Feedback' accepted at ICML 2023 workshop on The Many Facets of Preference-based Learning
May 2025: Awarded Encouragement Grant by The Finnish Foundation for Technology Promotion
Oct 2024: Selected as top 3 nominee for AI Researcher of the Year by AI Finland
Research Experience
Affiliated with the Probabilistic Machine Learning group at Aalto University
Affiliated with the Machine and Human Intelligence group at the University of Helsinki
Oct 2025: Invited talk and short visit at RainML Lab, University of Oxford
Sep 2025: Invited talk at Seminar on Computational Engineering, LUT Lappeenranta
Jun 2025: Talk at workshop 'Accelerating statistical inference and experimental design with machine learning', Isaac Newton Institute, Cambridge
Nov 2023: Talk on conditional neural processes at Mathematical Perspective on Machine Learning Seminar, University of Helsinki
Nov 2023: Talk on RCNP paper at Finland AI Day 2023
Aug 2023: Presented work and introduced FCAI amortized inference team at Ellis Doctoral Symposium (EDS) 2023