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Wenkang Su

3 accepted papers

2025

Toward Real-world Text Image Forgery Localization: Structured and Interpretable Data Synthesis

NeurIPS 2025poster

Existing Text Image Forgery Localization (T-IFL) methods often suffer from poor generalization due to the limited scale of real-world datasets and the distribution gap caused by synthetic data that fails to capture the complexity of real-world tampering. To tackle this issue, we propose Fourier Seri…

Cited by 0SourcecodeScholar
2024

StegaStyleGAN: Towards Generic and Practical Generative Image Steganography

AAAI 2024technical

The recent advances in generative image steganography have drawn increasing attention due to their potential for provable security and bulk embedding capacity. However, existing generative steganographic schemes are usually tailored for specific tasks and are hardly applied to applications with prac…

Cited by 12SourcePDFScholar
2024

Unifying Homophily and Heterophily for Spectral Graph Neural Networks via Triple Filter Ensembles

NeurIPS 2024poster

Polynomial-based learnable spectral graph neural networks (GNNs) utilize polynomial to approximate graph convolutions and have achieved impressive performance on graphs. Nevertheless, there are three progressive problems to be solved. Some models use polynomials with better approximation for approxi…

Cited by 0SourcePDFScholar