Author

Zi-Xuan Xie

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#artificial intelligence Review Sep 2026

Predict Before You Modify: Learning Improvement Dynamics for Self-Evolving Agents

Self-evolving agents improve through repeated cycles of modification and evaluation. However, existing methods receive feedback on modifications only after costly evaluations, and aggregate scores may obscure distinctions between failures that require different repairs. We introduce predictive self-evolution through an...

Zi-Xuan Xie, Chang-Feng Xu, Yu-Hua Jiang et al. · 0 citations

Open access Sep 2026

A Machine Learning Framework for Short-Term Traffic Flow Prediction and Adaptive Traffic Signal Optimization Using Internet of Things (IoT) Sensor Data

The core conclusion indicates that single-point prediction accuracy alone cannot determine the overall efficiency of signal control systems, instead, uncertainty-aware phase-level optimization can simultaneously enhance traffic operation efficiency and operational stability.

Zi-Xuan Xie · Applied and Computational En... · 0 citations