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Workshop
Adversarial Training Can Provably Improve Robustness: Theoretical Analysis of Feature Learning Process Under Structured Data
Binghui Li · Yuanzhi Li
Workshop
Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor Attacks
Lukas Gosch · Mahalakshmi Sabanayagam · Debarghya Ghoshdastidar · Stephan Günnemann
Poster
Fri 16:30 Score-based generative models are provably robust: an uncertainty quantification perspective
Nikiforos Mimikos-Stamatopoulos · Benjamin Zhang · Markos Katsoulakis
Poster
Thu 16:30 Provably Robust Score-Based Diffusion Posterior Sampling for Plug-and-Play Image Reconstruction
Xingyu Xu · Yuejie Chi
Poster
Fri 11:00 RAW: A Robust and Agile Plug-and-Play Watermark Framework for AI-Generated Images with Provable Guarantees
Xun Xian · Ganghua Wang · Xuan Bi · Jayanth Srinivasa · Ashish Kundu · Mingyi Hong · Jie Ding