Jekyll2026-08-21T19:40:08+00:00https://proceedings.mlr.press/v341/feed.xmlProceedings of Machine Learning ResearchProceedings of the 2nd International Conference on Probabilistic Numerics
Held in LUT University, Lappeenranta, Finland on 09-11 September 2026
Published as Volume 341 by the Proceedings of Machine Learning Research on 21 August 2026.
Volume Edited by:
Toni Karvonen
Nathanael Bosch
Jon Cockayne
Alexandra Gessner
Philipp Hennig
Wouter Kouw
Series Editors:
Tegan Emerson
Hoel Kervadec
Neil D. Lawrence
PMLRPhysics-informed machine learning for wind turbulence reconstruction with lidar under aircraft motion2026-08-21T00:00:00+00:002026-08-21T00:00:00+00:00https://proceedings.mlr.press/v341/capmas-pernet26a[{"given"=>"Amaury", "family"=>"Capmas-Pernet"}, {"given"=>"Christian", "family"=>"Musso"}, {"given"=>"Frédéric", "family"=>"Dambreville"}, {"given"=>"Tomline", "family"=>"Michel"}]Calibrating Black-Box Probabilistic Numerical Methods2026-08-21T00:00:00+00:002026-08-21T00:00:00+00:00https://proceedings.mlr.press/v341/chen26a[{"given"=>"Juntao", "family"=>"Chen"}, {"given"=>"Chris J.", "family"=>"Oates"}, {"given"=>"Markus Michael", "family"=>"Rau"}]Modified Bryson-Frazier Smoothing and Hyperparameter Learning for Temporal Gaussian Process Regression2026-08-21T00:00:00+00:002026-08-21T00:00:00+00:00https://proceedings.mlr.press/v341/colemont26a[{"given"=>"Tom", "family"=>"Colemont"}, {"given"=>"Brecht", "family"=>"Evens"}, {"given"=>"Tjonnie G.-F.", "family"=>"Li"}, {"given"=>"Frederik", "family"=>"De Ceuster"}]Probabilistic Numerics for Hamiltonian Dynamics2026-08-21T00:00:00+00:002026-08-21T00:00:00+00:00https://proceedings.mlr.press/v341/de-ceuster26a[{"given"=>"Frederik", "family"=>"De Ceuster"}, {"given"=>"Tom", "family"=>"Colemont"}, {"given"=>"Mathias", "family"=>"Van Gompel"}, {"given"=>"Tjonnie G.-F.", "family"=>"Li"}]Computation-Aware Kalman Filtering with Model Selection for Neural Dynamics2026-08-21T00:00:00+00:002026-08-21T00:00:00+00:00https://proceedings.mlr.press/v341/huml26a[{"given"=>"Jonathan Raymond", "family"=>"Huml"}, {"given"=>"Jonathan", "family"=>"Wenger"}, {"given"=>"John Patrick", "family"=>"Cunningham"}]BayesSum: Bayesian Quadrature in Discrete Spaces2026-08-21T00:00:00+00:002026-08-21T00:00:00+00:00https://proceedings.mlr.press/v341/kang26a[{"given"=>"Sophia Seulkee", "family"=>"Kang"}, {"given"=>"Francois-Xavier", "family"=>"Briol"}, {"given"=>"Toni", "family"=>"Karvonen"}, {"given"=>"Zonghao", "family"=>"Chen"}]Inter-Domain Gaussian Processes with Arbitrary Mean Functions in Factor Graphs2026-08-21T00:00:00+00:002026-08-21T00:00:00+00:00https://proceedings.mlr.press/v341/ledbetter26a[{"given"=>"Alex", "family"=>"Ledbetter"}, {"given"=>"Hoang Minh Huu", "family"=>"Nguyen"}, {"given"=>"Lucas Carolus", "family"=>"Laake", "prefix"=>"van"}, {"given"=>"Irene A.", "family"=>"Kuling"}, {"given"=>"Yoeri", "family"=>"Burgt", "prefix"=>"van de"}, {"given"=>"Thijs", "family"=>"Laar", "prefix"=>"van de"}]Composing Non-Conjugate Factor Graphs with Closed-Form Variational Inference2026-08-21T00:00:00+00:002026-08-21T00:00:00+00:00https://proceedings.mlr.press/v341/lukashchuk26a[{"given"=>"Mykola", "family"=>"Lukashchuk"}, {"given"=>"Kyrylo", "family"=>"Yemets"}, {"given"=>"Wouter M.", "family"=>"Kouw"}, {"given"=>"Dmitry", "family"=>"Bagaev"}, {"given"=>"Ismail", "family"=>"Senoz"}, {"given"=>"Jeff", "family"=>"Beck"}, {"given"=>"Bert", "family"=>"Vries", "prefix"=>"de"}]Modelling Gas-Phase Reaction Kinetics with Guided Particle Diffusion Sampling2026-08-21T00:00:00+00:002026-08-21T00:00:00+00:00https://proceedings.mlr.press/v341/millard26a[{"given"=>"Andrew", "family"=>"Millard"}, {"given"=>"Zheng", "family"=>"Zhao"}, {"given"=>"Henrik", "family"=>"Pedersen"}]Statistical Finite Elements for Vibration Problems2026-08-21T00:00:00+00:002026-08-21T00:00:00+00:00https://proceedings.mlr.press/v341/rogers26a[{"given"=>"Timothy J.", "family"=>"Rogers"}, {"given"=>"Brandon J.", "family"=>"O’Connell"}, {"given"=>"Max D.", "family"=>"Champneys"}]