papers (* : equal contribution)

preprints

• Berlinghieri, R.*; Shen, Y.*; Broderick, T. Oh SnapMMD! Forecasting stochastic dynamics beyond the Schrödinger bridge’s end. under review.

conference publications

• Burt, D. R.*; Berlinghieri, R.*; Bates, S.; Broderick, T. Smooth Sailing: Lipschitz-Driven Uncertainty Quantification for Spatial Association. NeurIPS 2025.
• Shen, Y.*; Berlinghieri, R.*; Broderick, T. Multi-marginal Schrödinger Bridges with Iterative Reference Refinement. AISTATS 2025. (Oral presentation)
• Berlinghieri, R.; Trippe, B. L.; Burt, D. R.; Giordano, R.; Srinivasan, K.; Özgökmen, T.; Junfei, X.; Broderick, T. Gaussian processes at the Helm(holtz): A more fluid model for ocean currents. ICML 2023.
• Berlinghieri, R.; Krajbich, I.; Maccheroni, F.; Marinacci, M.; Pirazzini, M. Measuring utility with diffusion models. Science Advances 9 (34), 2023.
• Jing, B.*; Corso, G.*; Berlinghieri, R.; Jaakkola, T. Subspace diffusion generative models. ECCV 2022.

journal publications

• Berlinghieri, R.*; Burt, D. R.*; Giani, P.; Fiore, A.; Broderick, T. Are Hourly PM2.5 Forecasts Sufficiently Accurate to Plan Your Day? Individual Decision Making in the Face of Increasing Wildfire Smoke. In the Bulletin of the American Meteorological Society (2026).

workshop publications

• Burt, D. R.; Berlinghieri, R.; Broderick, T. Wrong Model, Right Uncertainty: Spatial Associations for Discrete Data with Misspecification. NeurIPS 2025 AI4Science Workshop. (Spotlight)
• Berlinghieri, R.*; Shen, Y.*; Broderick, T. Beyond Schrödinger Bridges: A Least-Squares Approach for Learning Stochastic Dynamics with Unknown Volatility. ICLR 2025 Frontiers in Probabilistic Inference Workshop.
• Shen, Y.*; Berlinghieri, R.*; Broderick, T. Learning a vector field from snapshots of unidentified particles rather than particle trajectories. ICLR 2024 AI4Differential Equations In Science Workshop.
• Berlinghieri, R.; Trippe, B. L.; Burt, D. R.; Giordano, R.; Srinivasan, K.; Özgökmen, T.; Junfei, X.; Broderick, T. Gaussian processes at the Helm(holtz): A better way to model ocean currents. NeurIPS 2022 Workshop on Gaussian Processes, Spatiotemporal Modeling, and Decision-making Systems. (Contributed Talk)