2 papers
cs.LG2026
Efficient Conditioning Why Pseudo Observation Batch Bayesian Optimization Works When It Does not
Kumbha Nagaswetha, Rabi Pathak
Constant Liar (CL), Kriging Believer (KB), and fantasy models are widely used for batch selection in parallel Bayesian Optimization, yet a unified theory explaining their effective…
eess.IV2025
HDR Image Reconstruction using an Unsupervised Fusion Model
Kumbha Nagaswetha
High Dynamic Range (HDR) imaging aims to reproduce the wide range of brightness levels present in natural scenes, which the human visual system can perceive but conventional digita…