DP-AdamBC: Your DP-Adam Is Actually DP-SGD (Unless You Apply Bias Correction). - Qiaoyue Tang; Frederick Shpilevskiy; Mathias Lécuyer (AAAI, 2024)

Adaptive Randomized Smoothing: Certified Adversarial Robustness for Multi-Step Defences. - Saiyue Lyu; Shadab Shaikh; Frederick Shpilevskiy; Evan Shelhamer; Mathias Lécuyer (NeurIPS, 2024)

Adaptive Randomized Smoothing: Certifying Multi-Step Defences against Adversarial Examples. - Saiyue Lyu; Shadab Shaikh; Frederick Shpilevskiy; Evan Shelhamer; Mathias Lécuyer (CoRR, 2024)

Adaptive Diffusion Denoised Smoothing : Certified Robustness via Randomized Smoothing with Differentially Private Guided Denoising Diffusion. - Frederick Shpilevskiy; Saiyue Lyu; Krishnamurthy Dj Dvijotham; Mathias Lécuyer; Pierre-André Noël (CoRR, 2025)