Author

Yang Gao

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Open access Jul 2026

Less Adaptation, More Transfer: Spectral View Randomization for 3D Point Cloud Transfer Attacks

This work introduces SpecEOT, a source-agnostic and graph-spectral expectation-over-transformation attack that achieves strong transferability on ModelNet40 and ShapeNet and evaluates the stochastic method over repeated seeds, extend the ablation to two source architectures, and analyze the interaction between band count and randomization strength.

Yang Gao, Jingyi Liu, Hongjia Liu et al. · Applied Sciences · 0 citations