3 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…
cs.LG2023
Parameter Optimization with Conscious Allocation (POCA)
Joshua Inman, Tanmay Khandait, Giulia Pedrielli +1
The performance of modern machine learning algorithms depends upon the selection of a set of hyperparameters. Common examples of hyperparameters are learning rate and the number of…