Building Adversarially Robust Predictive Systems for Tabular Data

PhD Final Seminar. 8 Oct 2025, Queensland University of Technology, Brisbane, PhD Year 4

Final PhD seminar on three objectives: defining what makes an adversarial perturbation imperceptible on tabular data, benchmarking existing tabular attack methods with a systematic evaluation framework, and a generative VAE-based attack that treats categorical and numerical features jointly in latent space. Supervised by Chun Ouyang, Alistair Barros and Catarina Moreira.