Author

Xuyang Chen

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Preprint Aug 2026

Where World Models Break: Natural-Input Failure Discovery

World models predict action-conditioned futures and serve as critical internal simulators for downstream planning and control. However, catastrophic prediction failures of world models could dangerously propagate through the control pipeline, as subsequent agent or model training and decision-making depend heavily on t...

Zhanpeng Shi, Zi Liang, Rong Feng et al. · 0 citations

Preprint Aug 2026

Controlled Memory Interference in Continual LLM Agents

Control Memory Interference is introduced, a controlled diagnostic and data-generation framework for studying how agent memory evolves under different memory relationships and shows that memory evolution is shaped not only by memory scale, but also by interactions among accumulated experiences.

Ao Ding, Hong-Zong Li, Shi-Qin Tang et al. · 1 citation