3 papers
cs.GR2026
3D Field Data Reduction with Adaptive Sample-Based Gaussian-Encoded Reconstruction
Michael R. Martin, Joseph Insley, Victor A. Mateevitsi +2
In scientific simulation, regular grids, unstructured meshes, and particle-based formats are chosen to represent field data for computational efficiency, geometry/adaptive flexibil…
cs.CV2026
Fixed-Budget Gaussian Volume Encoding with Structure-Aware Allocation
Michael R. Martin, Joseph Insley, Victor A. Mateevitsi +2
Scientific simulations often produce scalar volumes faster than they can be stored, transferred, and loaded, while in situ reduction must use only a limited share of simulation res…
cs.CV2025
Interpreting Structured Perturbations in Image Protection Methods for Diffusion Models
Michael R. Martin, Garrick Chan, Kwan-Liu Ma
Recent image protection mechanisms such as Glaze and Nightshade introduce imperceptible, adversarially designed perturbations intended to disrupt downstream text-to-image generativ…