Vol. 2 No. 1 (2026): Jan – Jun 2026

Published: 2026-01-05

Mapping the Applied-AI Landscape: A Three-Axis Survey of Methods, Domains, and Trustworthiness in High-Stakes Machine-Learning Systems

Ethan J. Marsh
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Discrimination versus Stability: An Empirical Comparison of Filter, Embedded, and Wrapper Feature Selection Methods for Consumer Credit Pre-Approval

Qiwen Zhao, Yue Xi
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An Empirical Analysis of the Temperature Hyperparameter in Knowledge Distillation for Image Classification Student Networks

Hongbo Wang, Yunqiang Sun
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Detecting Performance Anomalies in Digital Advertising Campaigns: A Comparative Evaluation of Rule-Based Monitoring, Statistical Control Charts, and Machine-Learning Detectors

Xi Chen, Hao Fu, Haobin Pan
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Comparing Prompting Strategies and Backbone Choices for LLM Agents on Tabular Credit-Card Fraud Detection: An Empirical Study

Yanhuan Chen
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An Empirical Comparison of Popularity-Debiasing Strategies in News and Short-Video Recommendation

Chuankai Luo, Yixin Zheng, Jianuo Wang
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Do Maintenance and Failure–Aging Features Improve Probabilistic Forecasting Calibration and Inventory Value for Aerospace Spare Parts? An Empirical Comparison

Chenhui Hao, Ye Tian
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Fault-Detection Efficiency Under Fixed Compute Budgets: A Comparative Evaluation of Test Case Selection and Prioritization Strategies for Autonomous Driving Simulation Regression Testing

Jianuo Wang, Yi Guo
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Robust Vision and Autonomous Perception: A Structured Review of Sensor Fusion, Scene Understanding, Generative Enhancement, and Efficient Evaluation

Chloe Anderson
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A Comparative Empirical Study of Graph Neural Network Methods for Node-Level Financial Fraud Detection on Public Benchmark Graphs

Shang Wen, Haobin Pan
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Does Exit-Timing Flexibility Pay? An Empirical Least-Squares Monte Carlo Assessment of Equity Divestment Timing for Utility-Scale Solar in the PJM Market

Yiyang Peng, Shengyan Gao
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