Author

Rong Feng

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Preprint Aug 2026

Where World Models Break: Natural-Input Failure Discovery

Across diverse benchmarks and world-model families, BasinLens exposes reproducible and locally persistent failure modes that conventional evaluations fail to reveal, showing that average-case benchmarks can mask important vulnerabilities in world-model-driven control.

Zhan-Peng Shi, Zi Liang, Rong Feng et al. · 0 citations

Preprint Aug 2026

Adversarial Attacks on Deep OCR Systems

Deep-OCR (DeepSeek-OCR) advances document recognition by treating the visual modality as an optical compression medium, enabling long-context OCR at low token cost. However, its increased complexity may introduce new security vulnerabilities. In this paper, we present, to the best of our knowledge, the first pure black...

Wenbo Sun, Hong-Zong Li, Yanyun Wang et al. · 0 citations