Support is All You Need for Certified VAE Training
Changming Xu, Debangshu Banerjee, Deepak Vasisht, Gagandeep Singh. “Support is All You Need for Certified VAE Training.” ICLR ‘25.
Publications
*Equal Contribution
Cross-Input Certified Training for Universal Perturbations
Changming Xu, Gagandeep Singh. “Cross-Input Certified Training for Universal Perturbations.” ECCV ‘24.
Scalable Relational Verification and Training for Deep Neural Networks
Debangshu Banerjee, Changming Xu, Gagandeep Singh. “Scalable Relational Verification and Training for Deep Neural Networks.” SAIV ‘24.
Robust Universal Adversarial Perturbations
Changming Xu, Gagandeep Singh. “Robust Universal Adversarial Perturbations.” ICML ‘24.
Input-Relational Verification of Deep Neural Networks
Debangshu Banerjee, Changming Xu, Gagandeep Singh. “Input-Relational Verification of Deep Neural Networks.” PLDI ‘24.
Bypassing the Safety Training of Open-Source LLMs with Priming Attacks
Jason Vega*, Isha Chaudhary*, Changming Xu*, Gagandeep Singh. “Bypassing the Safety Training of Open-Source LLMs with Priming Attacks.” ICLR Tiny Paper ’24 (invite to present)
Exploring Practical Vulnerabilities of Machine Learning-based Wireless Systems
Liu, Zikun, Changming Xu, Emerson Sie, Gagandeep Singh, and Deepak Vasisht. “Exploring Practical Vulnerabilities of Machine Learning-based Wireless Systems.” NSDI ‘23.
Race Detection and Reachability in Nearly Series-Parallel DAGs
Kunal Agrawal, Joseph Devietti, Jeremy T. Fineman, I-Ting Angelina Lee, Robert Utterback, and Changming Xu. “Race detection and reachability in nearly series-parallel dags.” ACM-SIAM SODA ‘18.