Showing 2026 · stat.MLShow all
2 papers · 2 filters
stat.ML2026
Intrinsic Information Rates of Summaries in Simulation-Based Inference
Vansh Bansal, Pradip Sharma Poudel, James G. Scott
Simulation-based inference often encodes observations into a fixed-dimensional summary , with the posterior conditioning only on . While exact preservation often requires…
stat.ML2026
Scan-Parallel Variational Inference for event-driven Latent Jump Models
Vansh Bansal, Min Chen, James G. Scott
Continuous-time latent state-space models are widely used for irregularly observed time series, typically representing uncertainty through a random initial state followed by smooth…