Jekyll2026-09-11T06:57:54+00:00https://proceedings.mlr.press/v327/feed.xmlProceedings of Machine Learning ResearchProceedings of The 1st Symposium on Probabilistic Machine Learning
Held in Korea Institute for Advanced Study, Seoul, South Korea on 05 July 2026
Published as Volume 327 by the Proceedings of Machine Learning Research on 11 September 2026.
Volume Edited by:
Siddharth Swaroop
David Rügamer
Agustinus Kristiadi
Series Editors:
Tegan Emerson
Hoel Kervadec
Neil D. Lawrence
PMLRLatent Semantic Regularization: Enhancing Semantic Integrity in Tabular Data Synthesis2026-09-11T00:00:00+00:002026-09-11T00:00:00+00:00https://proceedings.mlr.press/v327/amiri26a[{"given"=>"Saba", "family"=>"Amiri"}, {"given"=>"Carlijn", "family"=>"Nijhuis"}, {"given"=>"Eric", "family"=>"Nalisnick"}, {"given"=>"Adam", "family"=>"Belloum"}, {"given"=>"Sander", "family"=>"Klous"}, {"given"=>"Leon", "family"=>"Gommans"}]Conditionally Identifiable Latent Representation for Multivariate Time Series with Structural Dynamics2026-09-11T00:00:00+00:002026-09-11T00:00:00+00:00https://proceedings.mlr.press/v327/chang26a[{"given"=>"Minkey", "family"=>"Chang"}, {"given"=>"Jae-Young", "family"=>"Kim"}]RAMP: Recognition parametrisation by Amortised Message Passing2026-09-11T00:00:00+00:002026-09-11T00:00:00+00:00https://proceedings.mlr.press/v327/fox26a[{"given"=>"Lior", "family"=>"Fox"}, {"given"=>"Kai", "family"=>"Biegun"}, {"given"=>"James", "family"=>"Heald"}, {"given"=>"Samo", "family"=>"Hromadka"}, {"given"=>"Arielle", "family"=>"Rosinski"}, {"given"=>"Maneesh", "family"=>"Sahani"}]An Isotropic Approach to Efficient Uncertainty Quantification with Gradient Norms2026-09-11T00:00:00+00:002026-09-11T00:00:00+00:00https://proceedings.mlr.press/v327/grunefeld26a[{"given"=>"Nils", "family"=>"Grünefeld"}, {"given"=>"Jes", "family"=>"Frellsen"}, {"given"=>"Christian", "family"=>"Hardmeier"}]Uncertainty Propagation Through Green’s Kernels and Gaussian Process Inference Dynamics2026-09-11T00:00:00+00:002026-09-11T00:00:00+00:00https://proceedings.mlr.press/v327/lo26a[{"given"=>"Chi-Jen Roger", "family"=>"Lo"}, {"given"=>"Joan", "family"=>"Lasenby"}]Neural Stochastic Differential Equations on Compact State Spaces: Theory, Methods, and Application to Suicide Risk Modeling2026-09-11T00:00:00+00:002026-09-11T00:00:00+00:00https://proceedings.mlr.press/v327/lu26a[{"given"=>"Malinda", "family"=>"Lu"}, {"given"=>"Yue-Jane", "family"=>"Liu"}, {"given"=>"Matthew K.", "family"=>"Nock"}, {"given"=>"Yaniv", "family"=>"Yacoby"}]Intention Inference Under Execution Noise: Separating Aleatoric and Epistemic Uncertainty in Social Dilemmas2026-09-11T00:00:00+00:002026-09-11T00:00:00+00:00https://proceedings.mlr.press/v327/mahadew26a[{"given"=>"Kival", "family"=>"Mahadew"}, {"given"=>"Jonathan P.", "family"=>"Shock"}]Causal Temporal Graphs for Counterfactual Validation of Temporal Link Prediction2026-09-11T00:00:00+00:002026-09-11T00:00:00+00:00https://proceedings.mlr.press/v327/rahman26a[{"given"=>"Aniq Ur", "family"=>"Rahman"}, {"given"=>"Justin", "family"=>"Coon"}]Universality of Singular Complexity for Hyvärinen Generalized Bayes: Exact Transfer in Gaussian Factor Analysis2026-09-11T00:00:00+00:002026-09-11T00:00:00+00:00https://proceedings.mlr.press/v327/saravanan26a[{"given"=>"Manoj", "family"=>"Saravanan"}, {"given"=>"Rohit Kumar", "family"=>"Salla"}]Anchor-Based Heteroscedastic Noise for Preferential Bayesian Optimization2026-09-11T00:00:00+00:002026-09-11T00:00:00+00:00https://proceedings.mlr.press/v327/sinaga26a[{"given"=>"Marshal Arijona", "family"=>"Sinaga"}, {"given"=>"Julien", "family"=>"Martinelli"}, {"given"=>"Samuel", "family"=>"Kaski"}]