3 papers
cs.LG2025
Compression Aware Certified Training
Changming Xu, Gagandeep Singh
Deep neural networks deployed in safety-critical, resource-constrained environments must balance efficiency and robustness. Existing methods treat compression and certified robustn…
cs.LG2025
Support is All You Need for Certified VAE Training
Changming Xu, Debangshu Banerjee, Deepak Vasisht +1
Variational Autoencoders (VAEs) have become increasingly popular and deployed in safety-critical applications. In such applications, we want to give certified probabilistic guarant…
cs.LG2024
Cross-Input Certified Training for Universal Perturbations
Changming Xu, Gagandeep Singh
Existing work in trustworthy machine learning primarily focuses on single-input adversarial perturbations. In many real-world attack scenarios, input-agnostic adversarial attacks,…