Qingsong Wen

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Publication activitypapers/week, last 8 weeks

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Red-Teaming & Adversarial Robustness (1)

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Ziling Liang (1)Xinping Yi (1)Shi Jin (1)

Papers (1)

Jun 4, 2026

Ziling Liang +31w ago

PAC-Bayesian Adversarially Robust Generalization for Message Passing Graph Neural Networks: A Sensitivity Analysis

Tighter generalization bounds for MPGNNs reveal that adversarial robustness can be significantly improved by focusing on parameter sensitivity rather than hidden-width complexity.

Ziling Liang, Xinping Yi, Qingsong Wen +1

Red-Teaming & Adversarial Robustness

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Qingsong Wen

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)