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Masoud Hadi

2 accepted papers

2025

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion

ICCV 2025poster

Deep neural networks have demonstrated remarkable success across numerous tasks, yet they remain vulnerable to Trojan (backdoor) attacks, raising serious concerns about their safety in real-world mission-critical applications. A common countermeasure is trigger inversion -- reconstructing malicious…

2024

RODEO: Robust Outlier Detection via Exposing Adaptive Out-of-Distribution Samples

ICML 2024poster

In recent years, there have been significant improvements in various forms of image outlier detection. However, outlier detection performance under adversarial settings lags far behind that in standard settings. This is due to the lack of effective exposure to adversarial scenarios during training,…