Author

Bingyu Zhu

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#natural language process... Preprint Aug 2026

Memory Is Not Always Needed: Characterizing Conditional Memory in Scientific Reasoning

This work systematically investigates when, where, and to what extent conditional memory should participate in scientific reasoning, and proposes a Knowledge Boundary-Aware Router that uses task-specific input proxies available before generation to determine whether memory is activated, which layer-stage nodes receive...

Zhen Bi, Xue-Shu Chen, Yan Wang et al. · 1 citation

Preprint Jun 2026

Yuvion LLM: An Adversarially-Aware Large Language Model for Content And AI Safety

As large language models are increasingly deployed in real-world systems, safety failures can still lead to harmful outputs and dangerous misuse. We argue that the essence of safety is adversarial: many failures arise not from natural inputs alone, but from strategic attempts to evade model policies and safeguards. How...

Ting Ma, Xiufeng Huang, Benlei Cui et al. · 0 citations