Author

Zhenxing Niu

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Preprint Aug 2026

Salami Attack: Stealthy Collusive Memory Poisoning against OpenClaw

This paper introduces MemCollusion, an automated red-teaming framework for constructing collusive memory poisoning attacks, and develops MoltLab, a controlled research reproduction of Moltbook, in which crafted platform content must first be observed and distilled into persistent memory before influencing the agent's b...

Zheng Lin, Yuzhen Huang, Zhenxing Niu et al. · 0 citations

Preprint Aug 2026

A Model Merging Approach for Continual MLLM Unlearning

This work introduces Merging for Continual Unlearning (MCU), an approach that dynamically merges multiple one-shot unlearning adapters into a unified adapter upon receiving each new unlearning request and achieves superior unlearning effectiveness while preserving both retained knowledge and general multimodal utility.

Yuhang Wang, Lin-Lin Zhang, Haoxuan Ji et al. · 0 citations