The Challenges of Image Generation Models in Generating Multi-Component Images. - Tham Yik Foong; Shashank Kotyan; Poyuan Mao; Danilo Vasconcellos Vargas (CoRR, 2023)

Synthetic Shifts to Initial Seed Vector Exposes the Brittle Nature of Latent-Based Diffusion Models. - Poyuan Mao; Shashank Kotyan; Tham Yik Foong; Danilo Vasconcellos Vargas (CoRR, 2023)

Magnum: Tackling high-dimensional structures with self-organization. - Poyuan Mao; Yikfoong Tham; Heng Zhang; Danilo Vasconcellos Vargas (Neurocomputing, 2023)

EvoSeed: Unveiling the Threat on Deep Neural Networks with Real-World Illusions. - Shashank Kotyan; Poyuan Mao; Danilo Vasconcellos Vargas (CoRR, 2024)

MaXsive: High-Capacity and Robust Training-Free Generative Image Watermarking in Diffusion Models. - Poyuan Mao; Cheng-Chang Tsai; Chun-Shien Lu (CoRR, 2025)