Author

Rui Xie

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#artificial intelligence Preprint Sep 2026

Target-Dependent Limits of Causal Repair: A Leading-Log Frontier in a Gaussian Model

Knowing how much a causal predictor could improve need not reveal the gain of the repair actually learned. We quantify this gap in a scalar Gaussian causal experiment with known intervention geometry: auxiliary data identify effect magnitude up to bounded contamination, while diagnostics identify direction. The target...

Qin-Chuan Cheng, Jia-Qi Liu, Rui Xie · 0 citations

Preprint Aug 2026

ASIL: Replacing Screenshot-and-Click with Structured State and Semantic Actions

This work introduces ASIL (Agent-Software Interaction Layer), an agent-native interface that exposes software through structured JSON observations and code-executable semantic actions, realized through the deepest feasible access path for each application.

Rui Xie, Lu Chen · 0 citations