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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…
cs.LG2026
Score-Guided Proximal Projection: A Unified Geometric Framework for Rectified Flow Editing
Vansh Bansal, James G Scott
Rectified Flow (RF) models achieve state-of-the-art generation quality, yet controlling them for precise tasks -- such as semantic editing or blind image recovery -- remains a chal…