Nicole Meng — accepted AI-conference papers

2026

WhisperSplat: Lossless Steganography in 3D Gaussian Splatting

Nicole Meng, Ronak Sahu, Miao Yin, Faysal Hossain Shezan, Yingjie Lao

ICML 2026poster

We present WhisperSplat, the first lossless steganography method for 3D Gaussian Splatting (3DGS) models that hides a full‐resolution 2D image in a single view without any degradation of the model's rendering quality elsewhere. Prior work embeds data by retraining or modifying model weights, alterin…

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2025

Advancing Adversarial Robustness in GNeRFs: The IL2-NeRF Attack

Nicole Meng, Caleb Manicke, Ronak Sahu, Caiwen Ding, Yingjie Lao

CVPR 2025poster

Generalizable Neural Radiance Fields (GNeRF) are recognized as one of the most promising techniques for novel view synthesis and 3D model generation in real-world applications. However, like other generative models in computer vision, ensuring their adversarial robustness against various threat mode…

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