3 papers
cs.LG2026
Lantern: Conflict-Aware Gradient Blending for Physics-Guided Diffusion Models in Calorimeter Simulation
Farzana Yasmin Ahmad, Vanamala Venkataswamy, Geoffrey Fox
Monte Carlo simulation of calorimeter showers is a principal bottleneck for the High-Luminosity LHC, and diffusion models have emerged as fast, high-fidelity surrogates. Their deno…
physics.ins-det2024
A Comprehensive Evaluation of Generative Models in Calorimeter Shower Simulation
Farzana Yasmin Ahmad, Vanamala Venkataswamy, Geoffrey Fox
The pursuit of understanding fundamental particle interactions has reached unparalleled precision levels. Particle physics detectors play a crucial role in generating low-level obj…
cs.CV2023
PCV: A Point Cloud-Based Network Verifier
Arup Kumar Sarker, Farzana Yasmin Ahmad, Matthew B. Dwyer
3D vision with real-time LiDAR-based point cloud data became a vital part of autonomous system research, especially perception and prediction modules use for object classification,…