2 papers
cs.LG2026
Diffusion-Guided Search via Exponential Tilting (DiffTilt): An Application to Falsification of Safety-Critical Systems
Tanmay Khandait, Preetom Biswas, Hideki Okamoto +3
Discovering rare safety-critical failures in autonomous and cyber-physical systems is a fundamental challenge in verification and validation. Existing falsification approaches rely…
cs.LG2025
POCAII: Parameter Optimization with Conscious Allocation using Iterative Intelligence
Joshua Inman, Tanmay Khandait, Lalitha Sankar +1
In this paper we propose for the first time the hyperparameter optimization (HPO) algorithm POCAII. POCAII differs from the Hyperband and Successive Halving literature by explicitl…